Artificial Intelligence Nanodegree¶
Computer Vision Capstone¶
Project: Facial Keypoint Detection¶
Welcome to the final Computer Vision project in the Artificial Intelligence Nanodegree program!
In this project, you’ll combine your knowledge of computer vision techniques and deep learning to build and end-to-end facial keypoint recognition system! Facial keypoints include points around the eyes, nose, and mouth on any face and are used in many applications, from facial tracking to emotion recognition.
There are three main parts to this project:
Part 1 : Investigating OpenCV, pre-processing, and face detection
Part 2 : Training a Convolutional Neural Network (CNN) to detect facial keypoints
Part 3 : Putting parts 1 and 2 together to identify facial keypoints on any image!
*Here's what you need to know to complete the project:
In this notebook, some template code has already been provided for you, and you will need to implement additional functionality to successfully complete this project. You will not need to modify the included code beyond what is requested.
a. Sections that begin with '(IMPLEMENTATION)' in the header indicate that the following block of code will require additional functionality which you must provide. Instructions will be provided for each section, and the specifics of the implementation are marked in the code block with a 'TODO' statement. Please be sure to read the instructions carefully!
In addition to implementing code, there will be questions that you must answer which relate to the project and your implementation.
a. Each section where you will answer a question is preceded by a 'Question X' header.
b. Carefully read each question and provide thorough answers in the following text boxes that begin with 'Answer:'.
Note: Code and Markdown cells can be executed using the Shift + Enter keyboard shortcut. Markdown cells can be edited by double-clicking the cell to enter edit mode.
The rubric contains optional suggestions for enhancing the project beyond the minimum requirements. If you decide to pursue the "(Optional)" sections, you should include the code in this IPython notebook.
Your project submission will be evaluated based on your answers to each of the questions and the code implementations you provide.
Steps to Complete the Project¶
Each part of the notebook is further broken down into separate steps. Feel free to use the links below to navigate the notebook.
In this project you will get to explore a few of the many computer vision algorithms built into the OpenCV library. This expansive computer vision library is now almost 20 years old and still growing!
The project itself is broken down into three large parts, then even further into separate steps. Make sure to read through each step, and complete any sections that begin with '(IMPLEMENTATION)' in the header; these implementation sections may contain multiple TODOs that will be marked in code. For convenience, we provide links to each of these steps below.
Part 1 : Investigating OpenCV, pre-processing, and face detection
- Step 0: Detect Faces Using a Haar Cascade Classifier
- Step 1: Add Eye Detection
- Step 2: De-noise an Image for Better Face Detection
- Step 3: Blur an Image and Perform Edge Detection
- Step 4: Automatically Hide the Identity of an Individual
Part 2 : Training a Convolutional Neural Network (CNN) to detect facial keypoints
- Step 5: Create a CNN to Recognize Facial Keypoints
- Step 6: Compile and Train the Model
- Step 7: Visualize the Loss and Answer Questions
Part 3 : Putting parts 1 and 2 together to identify facial keypoints on any image!
- Step 8: Build a Robust Facial Keypoints Detector (Complete the CV Pipeline)
Step 0: Detect Faces Using a Haar Cascade Classifier¶
Have you ever wondered how Facebook automatically tags images with your friends' faces? Or how high-end cameras automatically find and focus on a certain person's face? Applications like these depend heavily on the machine learning task known as face detection - which is the task of automatically finding faces in images containing people.
At its root face detection is a classification problem - that is a problem of distinguishing between distinct classes of things. With face detection these distinct classes are 1) images of human faces and 2) everything else.
We use OpenCV's implementation of Haar feature-based cascade classifiers to detect human faces in images. OpenCV provides many pre-trained face detectors, stored as XML files on github. We have downloaded one of these detectors and stored it in the detector_architectures directory.
Import Resources¶
In the next python cell, we load in the required libraries for this section of the project.
In [1]:
# Import required libraries for this section
%matplotlib inline
import numpy as np
import matplotlib.pyplot as plt
import math
import cv2 # OpenCV library for computer vision
from PIL import Image
import time
Next, we load in and display a test image for performing face detection.
Note: by default OpenCV assumes the ordering of our image's color channels are Blue, then Green, then Red. This is slightly out of order with most image types we'll use in these experiments, whose color channels are ordered Red, then Green, then Blue. In order to switch the Blue and Red channels of our test image around we will use OpenCV's cvtColor function, which you can read more about by checking out some of its documentation located here. This is a general utility function that can do other transformations too like converting a color image to grayscale, and transforming a standard color image to HSV color space.
In [2]:
# Load in color image for face detection
image = cv2.imread('images/test_image_1.jpg')
# Convert the image to RGB colorspace
image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
# Plot our image using subplots to specify a size and title
fig = plt.figure(figsize = (8,8))
ax1 = fig.add_subplot(111)
ax1.set_xticks([])
ax1.set_yticks([])
ax1.set_title('Original Image')
ax1.imshow(image)
Out[2]:
<matplotlib.image.AxesImage at 0x7f464edfc9b0>
There are a lot of people - and faces - in this picture. 13 faces to be exact! In the next code cell, we demonstrate how to use a Haar Cascade classifier to detect all the faces in this test image.
This face detector uses information about patterns of intensity in an image to reliably detect faces under varying light conditions. So, to use this face detector, we'll first convert the image from color to grayscale.
Then, we load in the fully trained architecture of the face detector -- found in the file haarcascade_frontalface_default.xml - and use it on our image to find faces!
To learn more about the parameters of the detector see this post.
In [3]:
# Convert the RGB image to grayscale
gray = cv2.cvtColor(image, cv2.COLOR_RGB2GRAY)
# Extract the pre-trained face detector from an xml file
face_cascade = cv2.CascadeClassifier('detector_architectures/haarcascade_frontalface_default.xml')
# Detect the faces in image
faces = face_cascade.detectMultiScale(gray, 4, 6)
# Print the number of faces detected in the image
print('Number of faces detected:', len(faces))
# Make a copy of the orginal image to draw face detections on
image_with_detections = np.copy(image)
# Get the bounding box for each detected face
for (x,y,w,h) in faces:
# Add a red bounding box to the detections image
cv2.rectangle(image_with_detections, (x,y), (x+w,y+h), (255,0,0), 3)
# Display the image with the detections
fig = plt.figure(figsize = (8,8))
ax1 = fig.add_subplot(111)
ax1.set_xticks([])
ax1.set_yticks([])
ax1.set_title('Image with Face Detections')
ax1.imshow(image_with_detections)
Number of faces detected: 13
Out[3]:
<matplotlib.image.AxesImage at 0x7f464e58e0b8>
In the above code, faces is a numpy array of detected faces, where each row corresponds to a detected face. Each detected face is a 1D array with four entries that specifies the bounding box of the detected face. The first two entries in the array (extracted in the above code as x and y) specify the horizontal and vertical positions of the top left corner of the bounding box. The last two entries in the array (extracted here as w and h) specify the width and height of the box.
Step 1: Add Eye Detections¶
There are other pre-trained detectors available that use a Haar Cascade Classifier - including full human body detectors, license plate detectors, and more. A full list of the pre-trained architectures can be found here.
To test your eye detector, we'll first read in a new test image with just a single face.
In [4]:
# Load in color image for face detection
image = cv2.imread('images/james.jpg')
# Convert the image to RGB colorspace
image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
# Plot the RGB image
fig = plt.figure(figsize = (6,6))
ax1 = fig.add_subplot(111)
ax1.set_xticks([])
ax1.set_yticks([])
ax1.set_title('Original Image')
ax1.imshow(image)
Out[4]:
<matplotlib.image.AxesImage at 0x7f464e568d30>
Notice that even though the image is a black and white image, we have read it in as a color image and so it will still need to be converted to grayscale in order to perform the most accurate face detection.
So, the next steps will be to convert this image to grayscale, then load OpenCV's face detector and run it with parameters that detect this face accurately.
In [5]:
# Convert the RGB image to grayscale
gray = cv2.cvtColor(image, cv2.COLOR_RGB2GRAY)
# Extract the pre-trained face detector from an xml file
face_cascade = cv2.CascadeClassifier('detector_architectures/haarcascade_frontalface_default.xml')
# Detect the faces in image
faces = face_cascade.detectMultiScale(gray, 1.25, 6)
# Print the number of faces detected in the image
print('Number of faces detected:', len(faces))
# Make a copy of the orginal image to draw face detections on
image_with_detections = np.copy(image)
# Get the bounding box for each detected face
for (x,y,w,h) in faces:
# Add a red bounding box to the detections image
cv2.rectangle(image_with_detections, (x,y), (x+w,y+h), (255,0,0), 3)
# Display the image with the detections
fig = plt.figure(figsize = (6,6))
ax1 = fig.add_subplot(111)
ax1.set_xticks([])
ax1.set_yticks([])
ax1.set_title('Image with Face Detection')
ax1.imshow(image_with_detections)
Number of faces detected: 1
Out[5]:
<matplotlib.image.AxesImage at 0x7f464e4c8320>
(IMPLEMENTATION) Add an eye detector to the current face detection setup.¶
A Haar-cascade eye detector can be included in the same way that the face detector was and, in this first task, it will be your job to do just this.
To set up an eye detector, use the stored parameters of the eye cascade detector, called haarcascade_eye.xml, located in the detector_architectures subdirectory. In the next code cell, create your eye detector and store its detections.
A few notes before you get started:
First, make sure to give your loaded eye detector the variable name
eye_cascade
and give the list of eye regions you detect the variable name
eyes
Second, since we've already run the face detector over this image, you should only search for eyes within the rectangular face regions detected in faces. This will minimize false detections.
Lastly, once you've run your eye detector over the facial detection region, you should display the RGB image with both the face detection boxes (in red) and your eye detections (in green) to verify that everything works as expected.
In [6]:
# Make a copy of the original image to plot rectangle detections
image_with_detections = np.copy(image)
# Loop over the detections and draw their corresponding face detection boxes
for (x,y,w,h) in faces:
cv2.rectangle(image_with_detections, (x,y), (x+w,y+h),(255,0,0), 3)
# Do not change the code above this comment!
## TODO: Add eye detection, using haarcascade_eye.xml, to the current face detector algorithm
## TODO: Loop over the eye detections and draw their corresponding boxes in green on image_with_detections
eye_cascade = cv2.CascadeClassifier('detector_architectures/haarcascade_eye.xml')
for (x,y,w,h) in faces:
face_region_gray = gray[y:y+h, x:x+w]
face_region_color = image_with_detections[y:y+h, x:x+w]
eyes = eye_cascade.detectMultiScale(face_region_gray)
for (ex,ey,ew,eh) in eyes:
cv2.rectangle(face_region_color,(ex,ey),(ex+ew,ey+eh),(0,255,0),3)
# Plot the image with both faces and eyes detected
fig = plt.figure(figsize = (6,6))
ax1 = fig.add_subplot(111)
ax1.set_xticks([])
ax1.set_yticks([])
ax1.set_title('Image with Face and Eye Detection')
ax1.imshow(image_with_detections)
Out[6]:
<matplotlib.image.AxesImage at 0x7f464e4a1470>
(Optional) Add face and eye detection to your laptop camera¶
It's time to kick it up a notch, and add face and eye detection to your laptop's camera! Afterwards, you'll be able to show off your creation like in the gif shown below - made with a completed version of the code!
Notice that not all of the detections here are perfect - and your result need not be perfect either. You should spend a small amount of time tuning the parameters of your detectors to get reasonable results, but don't hold out for perfection. If we wanted perfection we'd need to spend a ton of time tuning the parameters of each detector, cleaning up the input image frames, etc. You can think of this as more of a rapid prototype.
The next cell contains code for a wrapper function called laptop_camera_face_eye_detector that, when called, will activate your laptop's camera. You will place the relevant face and eye detection code in this wrapper function to implement face/eye detection and mark those detections on each image frame that your camera captures.
Before adding anything to the function, you can run it to get an idea of how it works - a small window should pop up showing you the live feed from your camera; you can press any key to close this window.
Note: Mac users may find that activating this function kills the kernel of their notebook every once in a while. If this happens to you, just restart your notebook's kernel, activate cell(s) containing any crucial import statements, and you'll be good to go!
In [7]:
### Add face and eye detection to this laptop camera function
# Make sure to draw out all faces/eyes found in each frame on the shown video feed
import cv2
import time
# wrapper function for face/eye detection with your laptop camera
def laptop_camera_go():
# Create instance of video capturer
cv2.namedWindow("face detection activated")
vc = cv2.VideoCapture(0)
# Try to get the first frame
if vc.isOpened():
rval, frame = vc.read()
else:
rval = False
# Keep the video stream open
while rval:
# Plot the image from camera with all the face and eye detections marked
cv2.imshow("face detection activated", frame)
# Exit functionality - press any key to exit laptop video
key = cv2.waitKey(20)
if key > 0: # Exit by pressing any key
# Destroy windows
cv2.destroyAllWindows()
# Make sure window closes on OSx
for i in range (1,5):
cv2.waitKey(1)
return
# Read next frame
time.sleep(0.05) # control framerate for computation - default 20 frames per sec
rval, frame = vc.read()
In [8]:
# Call the laptop camera face/eye detector function above
#laptop_camera_go()
Image quality is an important aspect of any computer vision task. Typically, when creating a set of images to train a deep learning network, significant care is taken to ensure that training images are free of visual noise or artifacts that hinder object detection. While computer vision algorithms - like a face detector - are typically trained on 'nice' data such as this, new test data doesn't always look so nice!
When applying a trained computer vision algorithm to a new piece of test data one often cleans it up first before feeding it in. This sort of cleaning - referred to as pre-processing - can include a number of cleaning phases like blurring, de-noising, color transformations, etc., and many of these tasks can be accomplished using OpenCV.
In this short subsection we explore OpenCV's noise-removal functionality to see how we can clean up a noisy image, which we then feed into our trained face detector.
Create a noisy image to work with¶
In the next cell, we create an artificial noisy version of the previous multi-face image. This is a little exaggerated - we don't typically get images that are this noisy - but image noise, or 'grainy-ness' in a digitial image - is a fairly common phenomenon.
In [9]:
# Load in the multi-face test image again
image = cv2.imread('images/test_image_1.jpg')
# Convert the image copy to RGB colorspace
image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
# Make an array copy of this image
image_with_noise = np.asarray(image)
# Create noise - here we add noise sampled randomly from a Gaussian distribution: a common model for noise
noise_level = 40
noise = np.random.randn(image.shape[0],image.shape[1],image.shape[2])*noise_level
# Add this noise to the array image copy
image_with_noise = image_with_noise + noise
# Convert back to uint8 format
image_with_noise = np.asarray([np.uint8(np.clip(i,0,255)) for i in image_with_noise])
# Plot our noisy image!
fig = plt.figure(figsize = (8,8))
ax1 = fig.add_subplot(111)
ax1.set_xticks([])
ax1.set_yticks([])
ax1.set_title('Noisy Image')
ax1.imshow(image_with_noise)
Out[9]:
<matplotlib.image.AxesImage at 0x7f464e3fdef0>
In the context of face detection, the problem with an image like this is that - due to noise - we may miss some faces or get false detections.
In the next cell we apply the same trained OpenCV detector with the same settings as before, to see what sort of detections we get.
In [10]:
# Convert the RGB image to grayscale
gray_noise = cv2.cvtColor(image_with_noise, cv2.COLOR_RGB2GRAY)
# Extract the pre-trained face detector from an xml file
face_cascade = cv2.CascadeClassifier('detector_architectures/haarcascade_frontalface_default.xml')
# Detect the faces in image
faces = face_cascade.detectMultiScale(gray_noise, 4, 6)
# Print the number of faces detected in the image
print('Number of faces detected:', len(faces))
# Make a copy of the orginal image to draw face detections on
image_with_detections = np.copy(image_with_noise)
# Get the bounding box for each detected face
for (x,y,w,h) in faces:
# Add a red bounding box to the detections image
cv2.rectangle(image_with_detections, (x,y), (x+w,y+h), (255,0,0), 3)
# Display the image with the detections
fig = plt.figure(figsize = (8,8))
ax1 = fig.add_subplot(111)
ax1.set_xticks([])
ax1.set_yticks([])
ax1.set_title('Noisy Image with Face Detections')
ax1.imshow(image_with_detections)
Number of faces detected: 12
Out[10]:
<matplotlib.image.AxesImage at 0x7f464e3d9e10>
With this added noise we now miss one of the faces!
(IMPLEMENTATION) De-noise this image for better face detection¶
Time to get your hands dirty: using OpenCV's built in color image de-noising functionality called fastNlMeansDenoisingColored - de-noise this image enough so that all the faces in the image are properly detected. Once you have cleaned the image in the next cell, use the cell that follows to run our trained face detector over the cleaned image to check out its detections.
You can find its official documentation here and a useful example here.
Note: you can keep all parameters except photo_render fixed as shown in the second link above. Play around with the value of this parameter - see how it affects the resulting cleaned image.
In [11]:
## TODO: Use OpenCV's built in color image de-noising function to clean up our noisy image!
denoised_image =cv2.fastNlMeansDenoisingColored(image_with_noise,None,20,20,7,21)
# your final de-noised image (should be RGB)
print(image_with_noise.shape)
fig = plt.figure(figsize = (8,8))
ax1 = fig.add_subplot(111)
ax1.set_xticks([])
ax1.set_yticks([])
ax1.set_title('De-Noised Image with Face Detections')
ax1.imshow(denoised_image)
(1526, 1800, 3)
Out[11]:
<matplotlib.image.AxesImage at 0x7f464e334cf8>
In [12]:
## TODO: Run the face detector on the de-noised image to improve your detections and display the result
# Convert the RGB image to grayscale
gray_denoised = cv2.cvtColor(denoised_image, cv2.COLOR_RGB2GRAY)
# Detect the faces in image
faces = face_cascade.detectMultiScale(gray_denoised, 4, 6)
# Print the number of faces detected in the image
print('Number of faces detected:', len(faces))
# Make a copy of the orginal image to draw face detections on
image_with_detections = np.copy(denoised_image)
# Get the bounding box for each detected face
for (x,y,w,h) in faces:
# Add a red bounding box to the detections image
cv2.rectangle(image_with_detections, (x,y), (x+w,y+h), (255,0,0), 3)
# Display the image with the detections
fig = plt.figure(figsize = (8,8))
ax1 = fig.add_subplot(111)
ax1.set_xticks([])
ax1.set_yticks([])
ax1.set_title('De-Noisy Image with Face Detections')
ax1.imshow(image_with_detections)
Number of faces detected: 13
Out[12]:
<matplotlib.image.AxesImage at 0x7f464c6c1390>
Now that we have developed a simple pipeline for detecting faces using OpenCV - let's start playing around with a few fun things we can do with all those detected faces!
Importance of Blur in Edge Detection¶
Edge detection is a concept that pops up almost everywhere in computer vision applications, as edge-based features (as well as features built on top of edges) are often some of the best features for e.g., object detection and recognition problems.
Edge detection is a dimension reduction technique - by keeping only the edges of an image we get to throw away a lot of non-discriminating information. And typically the most useful kind of edge-detection is one that preserves only the important, global structures (ignoring local structures that aren't very discriminative). So removing local structures / retaining global structures is a crucial pre-processing step to performing edge detection in an image, and blurring can do just that.
Below is an animated gif showing the result of an edge-detected cat taken from Wikipedia, where the image is gradually blurred more and more prior to edge detection. When the animation begins you can't quite make out what it's a picture of, but as the animation evolves and local structures are removed via blurring the cat becomes visible in the edge-detected image.
Edge detection is a convolution performed on the image itself, and you can read about Canny edge detection on this OpenCV documentation page.
Canny edge detection¶
In the cell below we load in a test image, then apply Canny edge detection on it. The original image is shown on the left panel of the figure, while the edge-detected version of the image is shown on the right. Notice how the result looks very busy - there are too many little details preserved in the image before it is sent to the edge detector. When applied in computer vision applications, edge detection should preserve global structure; doing away with local structures that don't help describe what objects are in the image.
In [13]:
# Load in the image
image = cv2.imread('images/fawzia.jpg')
# Convert to RGB colorspace
image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
# Convert to grayscale
gray = cv2.cvtColor(image, cv2.COLOR_RGB2GRAY)
# Perform Canny edge detection
edges = cv2.Canny(gray,100,200)
# Dilate the image to amplify edges
edges = cv2.dilate(edges, None)
# Plot the RGB and edge-detected image
fig = plt.figure(figsize = (15,15))
ax1 = fig.add_subplot(121)
ax1.set_xticks([])
ax1.set_yticks([])
ax1.set_title('Original Image')
ax1.imshow(image)
ax2 = fig.add_subplot(122)
ax2.set_xticks([])
ax2.set_yticks([])
ax2.set_title('Canny Edges')
ax2.imshow(edges, cmap='gray')
Out[13]:
<matplotlib.image.AxesImage at 0x7f464c653f98>
Without first blurring the image, and removing small, local structures, a lot of irrelevant edge content gets picked up and amplified by the detector (as shown in the right panel above).
(IMPLEMENTATION) Blur the image then perform edge detection¶
In the next cell, you will repeat this experiment - blurring the image first to remove these local structures, so that only the important boudnary details remain in the edge-detected image.
Blur the image by using OpenCV's filter2d functionality - which is discussed in this documentation page - and use an averaging kernel of width equal to 4.
In [14]:
### TODO: Blur the test imageusing OpenCV's filter2d functionality,
# Use an averaging kernel, and a kernel width equal to 4
kernel = np.ones((4,4),np.float32)/16
dst = cv2.filter2D(image,-1,kernel)
## TODO: Then perform Canny edge detection and display the output
# Convert to grayscale
gray = cv2.cvtColor(dst, cv2.COLOR_RGB2GRAY)
# Perform Canny edge detection
edges = cv2.Canny(gray,100,200)
# Dilate the image to amplify edges
edges = cv2.dilate(edges, None)
# Plot the RGB and edge-detected image
fig = plt.figure(figsize = (15,15))
ax1 = fig.add_subplot(121)
ax1.set_xticks([])
ax1.set_yticks([])
ax1.set_title('Original Image')
ax1.imshow(dst)
ax2 = fig.add_subplot(122)
ax2.set_xticks([])
ax2.set_yticks([])
ax2.set_title('Canny Edges')
ax2.imshow(edges, cmap='gray')
Out[14]:
<matplotlib.image.AxesImage at 0x7f464c5df128>
Step 4: Automatically Hide the Identity of an Individual¶
If you film something like a documentary or reality TV, you must get permission from every individual shown on film before you can show their face, otherwise you need to blur it out - by blurring the face a lot (so much so that even the global structures are obscured)! This is also true for projects like Google's StreetView maps - an enormous collection of mapping images taken from a fleet of Google vehicles. Because it would be impossible for Google to get the permission of every single person accidentally captured in one of these images they blur out everyone's faces, the detected images must automatically blur the identity of detected people. Here's a few examples of folks caught in the camera of a Google street view vehicle.
Read in an image to perform identity detection¶
Let's try this out for ourselves. Use the face detection pipeline built above and what you know about using the filter2D to blur and image, and use these in tandem to hide the identity of the person in the following image - loaded in and printed in the next cell.
In [15]:
# Load in the image
image = cv2.imread('images/gus.jpg')
# Convert the image to RGB colorspace
image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
# Display the image
fig = plt.figure(figsize = (6,6))
ax1 = fig.add_subplot(111)
ax1.set_xticks([])
ax1.set_yticks([])
ax1.set_title('Original Image')
ax1.imshow(image)
Out[15]:
<matplotlib.image.AxesImage at 0x7f464c4f8780>
(IMPLEMENTATION) Use blurring to hide the identity of an individual in an image¶
The idea here is to 1) automatically detect the face in this image, and then 2) blur it out! Make sure to adjust the parameters of the averaging blur filter to completely obscure this person's identity.
In [16]:
## TODO: Implement face detection
gray = cv2.cvtColor(image, cv2.COLOR_RGB2GRAY)
face_cascade = cv2.CascadeClassifier('detector_architectures/haarcascade_frontalface_default.xml')
faces = face_cascade.detectMultiScale(gray, 1.3, 5)
print('Number of faces detected:', len(faces))
## TODO: Blur the bounding box around each detected face using an averaging filter and display the result
image_with_detections = np.copy(image)
kernel = np.ones((100,100),np.float32)/10000
for (x,y,w,h) in faces:
face = image_with_detections[y:y+h, x:x+w]
face = cv2.filter2D(face,-1,kernel)
image_with_detections[y:y+face.shape[0], x:x+face.shape[1]] = face
fig = plt.figure(figsize = (6,6))
ax1 = fig.add_subplot(111)
ax1.set_xticks([])
ax1.set_yticks([])
ax1.set_title('Image with Face Detections')
ax1.imshow(image_with_detections)
Number of faces detected: 1
Out[16]:
<matplotlib.image.AxesImage at 0x7f464c4d6128>
(Optional) Build identity protection into your laptop camera¶
In this optional task you can add identity protection to your laptop camera, using the previously completed code where you added face detection to your laptop camera - and the task above. You should be able to get reasonable results with little parameter tuning - like the one shown in the gif below.
As with the previous video task, to make this perfect would require significant effort - so don't strive for perfection here, strive for reasonable quality.
The next cell contains code a wrapper function called laptop_camera_identity_hider that - when called - will activate your laptop's camera. You need to place the relevant face detection and blurring code developed above in this function in order to blur faces entering your laptop camera's field of view.
Before adding anything to the function you can call it to get a hang of how it works - a small window will pop up showing you the live feed from your camera, you can press any key to close this window.
Note: Mac users may find that activating this function kills the kernel of their notebook every once in a while. If this happens to you, just restart your notebook's kernel, activate cell(s) containing any crucial import statements, and you'll be good to go!
In [17]:
### Insert face detection and blurring code into the wrapper below to create an identity protector on your laptop!
import cv2
import time
def laptop_camera_go():
# Create instance of video capturer
cv2.namedWindow("face detection activated")
vc = cv2.VideoCapture(0)
# Try to get the first frame
if vc.isOpened():
rval, frame = vc.read()
else:
rval = False
# Keep video stream open
while rval:
# Plot image from camera with detections marked
cv2.imshow("face detection activated", frame)
# Exit functionality - press any key to exit laptop video
key = cv2.waitKey(20)
if key > 0: # Exit by pressing any key
# Destroy windows
cv2.destroyAllWindows()
for i in range (1,5):
cv2.waitKey(1)
return
# Read next frame
time.sleep(0.05) # control framerate for computation - default 20 frames per sec
rval, frame = vc.read()
In [18]:
# Run laptop identity hider
#laptop_camera_go()
Step 5: Create a CNN to Recognize Facial Keypoints¶
OpenCV is often used in practice with other machine learning and deep learning libraries to produce interesting results. In this stage of the project you will create your own end-to-end pipeline - employing convolutional networks in keras along with OpenCV - to apply a "selfie" filter to streaming video and images.
You will start by creating and then training a convolutional network that can detect facial keypoints in a small dataset of cropped images of human faces. We then guide you towards OpenCV to expanding your detection algorithm to more general images. What are facial keypoints? Let's take a look at some examples.
Facial keypoints (also called facial landmarks) are the small blue-green dots shown on each of the faces in the image above - there are 15 keypoints marked in each image. They mark important areas of the face - the eyes, corners of the mouth, the nose, etc. Facial keypoints can be used in a variety of machine learning applications from face and emotion recognition to commercial applications like the image filters popularized by Snapchat.
Below we illustrate a filter that, using the results of this section, automatically places sunglasses on people in images (using the facial keypoints to place the glasses correctly on each face). Here, the facial keypoints have been colored lime green for visualization purposes.
Make a facial keypoint detector¶
But first things first: how can we make a facial keypoint detector? Well, at a high level, notice that facial keypoint detection is a regression problem. A single face corresponds to a set of 15 facial keypoints (a set of 15 corresponding $(x, y)$ coordinates, i.e., an output point). Because our input data are images, we can employ a convolutional neural network to recognize patterns in our images and learn how to identify these keypoint given sets of labeled data.
In order to train a regressor, we need a training set - a set of facial image / facial keypoint pairs to train on. For this we will be using this dataset from Kaggle. We've already downloaded this data and placed it in the data directory. Make sure that you have both the training and test data files. The training dataset contains several thousand $96 \times 96$ grayscale images of cropped human faces, along with each face's 15 corresponding facial keypoints (also called landmarks) that have been placed by hand, and recorded in $(x, y)$ coordinates. This wonderful resource also has a substantial testing set, which we will use in tinkering with our convolutional network.
To load in this data, run the Python cell below - notice we will load in both the training and testing sets.
The load_data function is in the included utils.py file.
In [19]:
from utils import *
# Load training set
X_train, y_train = load_data()
print("X_train.shape == {}".format(X_train.shape))
print("y_train.shape == {}; y_train.min == {:.3f}; y_train.max == {:.3f}".format(
y_train.shape, y_train.min(), y_train.max()))
# Load testing set
X_test, _ = load_data(test=True)
print("X_test.shape == {}".format(X_test.shape))
Using TensorFlow backend.
X_train.shape == (2140, 96, 96, 1) y_train.shape == (2140, 30); y_train.min == -0.920; y_train.max == 0.996 X_test.shape == (1783, 96, 96, 1)
The load_data function in utils.py originates from this excellent blog post, which you are strongly encouraged to read. Please take the time now to review this function. Note how the output values - that is, the coordinates of each set of facial landmarks - have been normalized to take on values in the range $[-1, 1]$, while the pixel values of each input point (a facial image) have been normalized to the range $[0,1]$.
Note: the original Kaggle dataset contains some images with several missing keypoints. For simplicity, the load_data function removes those images with missing labels from the dataset. As an optional extension, you are welcome to amend the load_data function to include the incomplete data points.
Visualize the Training Data¶
Execute the code cell below to visualize a subset of the training data.
In [20]:
import matplotlib.pyplot as plt
%matplotlib inline
fig = plt.figure(figsize=(20,20))
fig.subplots_adjust(left=0, right=1, bottom=0, top=1, hspace=0.05, wspace=0.05)
for i in range(9):
ax = fig.add_subplot(3, 3, i + 1, xticks=[], yticks=[])
plot_data(X_train[i], y_train[i], ax)
For each training image, there are two landmarks per eyebrow (four total), three per eye (six total), four for the mouth, and one for the tip of the nose.
Review the plot_data function in utils.py to understand how the 30-dimensional training labels in y_train are mapped to facial locations, as this function will prove useful for your pipeline.
(IMPLEMENTATION) Specify the CNN Architecture¶
In this section, you will specify a neural network for predicting the locations of facial keypoints. Use the code cell below to specify the architecture of your neural network. We have imported some layers that you may find useful for this task, but if you need to use more Keras layers, feel free to import them in the cell.
Your network should accept a $96 \times 96$ grayscale image as input, and it should output a vector with 30 entries, corresponding to the predicted (horizontal and vertical) locations of 15 facial keypoints. If you are not sure where to start, you can find some useful starting architectures in this blog, but you are not permitted to copy any of the architectures that you find online.
In [21]:
# Import deep learning resources from Keras
from keras.models import Sequential
from keras.layers import Convolution2D, MaxPooling2D, Dropout,GlobalAveragePooling2D
from keras.layers import Flatten, Dense
## TODO: Specify a CNN architecture
# Your model should accept 96x96 pixel graysale images in
# It should have a fully-connected output layer with 30 values (2 for each facial keypoint)
model = Sequential()
model.add(Convolution2D(filters=32, kernel_size=2, padding='same',activation='relu'
,input_shape=(96, 96, 1)))
model.add(MaxPooling2D(pool_size=2))
#model.add(Dropout(0.1))
model.add(Convolution2D(filters=64, kernel_size=2, padding='same',activation='relu'))
model.add(MaxPooling2D(pool_size=2))
#model.add(Dropout(0.1))
model.add(Convolution2D(filters=128, kernel_size=2, padding='same',activation='relu'))
model.add(MaxPooling2D(pool_size=2))
#model.add(Dropout(0.1))
model.add(Convolution2D(filters=256, kernel_size=2, padding='same',activation='relu'))
model.add(MaxPooling2D(pool_size=2))
#model.add(Dropout(0.1))
model.add(Convolution2D(filters=512, kernel_size=2, padding='same',activation='relu'))
model.add(MaxPooling2D(pool_size=2))
model.add(Dropout(0.1))
model.add(Convolution2D(filters=1024, kernel_size=2, padding='same',activation='relu'))
model.add(MaxPooling2D(pool_size=2))
model.add(Dropout(0.1))
model.add(GlobalAveragePooling2D())
model.add(Dense(1000,activation='relu'))
model.add(Dropout(0.1))
model.add(Dense(30,activation='tanh'))
# Summarize the model
model.summary()
_________________________________________________________________ Layer (type) Output Shape Param # ================================================================= conv2d_1 (Conv2D) (None, 96, 96, 32) 160 _________________________________________________________________ max_pooling2d_1 (MaxPooling2 (None, 48, 48, 32) 0 _________________________________________________________________ conv2d_2 (Conv2D) (None, 48, 48, 64) 8256 _________________________________________________________________ max_pooling2d_2 (MaxPooling2 (None, 24, 24, 64) 0 _________________________________________________________________ conv2d_3 (Conv2D) (None, 24, 24, 128) 32896 _________________________________________________________________ max_pooling2d_3 (MaxPooling2 (None, 12, 12, 128) 0 _________________________________________________________________ conv2d_4 (Conv2D) (None, 12, 12, 256) 131328 _________________________________________________________________ max_pooling2d_4 (MaxPooling2 (None, 6, 6, 256) 0 _________________________________________________________________ conv2d_5 (Conv2D) (None, 6, 6, 512) 524800 _________________________________________________________________ max_pooling2d_5 (MaxPooling2 (None, 3, 3, 512) 0 _________________________________________________________________ dropout_1 (Dropout) (None, 3, 3, 512) 0 _________________________________________________________________ conv2d_6 (Conv2D) (None, 3, 3, 1024) 2098176 _________________________________________________________________ max_pooling2d_6 (MaxPooling2 (None, 1, 1, 1024) 0 _________________________________________________________________ dropout_2 (Dropout) (None, 1, 1, 1024) 0 _________________________________________________________________ global_average_pooling2d_1 ( (None, 1024) 0 _________________________________________________________________ dense_1 (Dense) (None, 1000) 1025000 _________________________________________________________________ dropout_3 (Dropout) (None, 1000) 0 _________________________________________________________________ dense_2 (Dense) (None, 30) 30030 ================================================================= Total params: 3,850,646 Trainable params: 3,850,646 Non-trainable params: 0 _________________________________________________________________
Step 6: Compile and Train the Model¶
After specifying your architecture, you'll need to compile and train the model to detect facial keypoints'
(IMPLEMENTATION) Compile and Train the Model¶
Use the compile method to configure the learning process. Experiment with your choice of optimizer; you may have some ideas about which will work best (SGD vs. RMSprop, etc), but take the time to empirically verify your theories.
Use the fit method to train the model. Break off a validation set by setting validation_split=0.2. Save the returned History object in the history variable.
Your model is required to attain a validation loss (measured as mean squared error) of at least XYZ. When you have finished training, save your model as an HDF5 file with file path my_model.h5.
In [22]:
from keras.optimizers import SGD, RMSprop, Adagrad, Adadelta, Adam, Adamax, Nadam
from keras.callbacks import ModelCheckpoint
## TODO: Compile the model
_lr=0.03
_decay=3e-6
#opt = RMSprop()
#opt = Adagrad()
opt=SGD(lr=_lr, momentum=0.9, decay=_decay, nesterov=True)
#opt=SGD(lr=_lr, decay=_decay)
#opt=Nadam()
#opt=Adam()
model.compile(optimizer=opt, loss='mean_squared_error', metrics=['accuracy'])
#model = load_model('my_model.h5')
## TODO: Train the model
## TODO: Save the model as model.h5
checkpointer = ModelCheckpoint(filepath='my_model.h5',
verbose=1, save_best_only=True)
#hist=model.fit(X_train, y_train, batch_size=128, epochs=500, verbose=1, callbacks=[checkpointer], validation_split=0.2)
hist=model.fit(X_train, y_train, batch_size=64 ,epochs=2000, verbose=1, callbacks=[checkpointer], validation_split=0.2)
#hist=model.fit(X_train, y_train,epochs=100, verbose=1, callbacks=[checkpointer], validation_split=0.2)
model.save('my_model.h5')
model = load_model('my_model.h5')
Train on 1712 samples, validate on 428 samples Epoch 1/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0682 - acc: 0.2019Epoch 00000: val_loss improved from inf to 0.00638, saving model to my_model.h5 1712/1712 [==============================] - 5s - loss: 0.0665 - acc: 0.2085 - val_loss: 0.0064 - val_acc: 0.6963 Epoch 2/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0068 - acc: 0.6893Epoch 00001: val_loss improved from 0.00638 to 0.00501, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0068 - acc: 0.6887 - val_loss: 0.0050 - val_acc: 0.6963 Epoch 3/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0059 - acc: 0.7073Epoch 00002: val_loss improved from 0.00501 to 0.00494, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0058 - acc: 0.7068 - val_loss: 0.0049 - val_acc: 0.6963 Epoch 4/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0057 - acc: 0.7049Epoch 00003: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0057 - acc: 0.7044 - val_loss: 0.0050 - val_acc: 0.6963 Epoch 5/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0056 - acc: 0.7091Epoch 00004: val_loss improved from 0.00494 to 0.00493, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0056 - acc: 0.7062 - val_loss: 0.0049 - val_acc: 0.6963 Epoch 6/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0054 - acc: 0.7019Epoch 00005: val_loss improved from 0.00493 to 0.00493, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0055 - acc: 0.7033 - val_loss: 0.0049 - val_acc: 0.6963 Epoch 7/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0054 - acc: 0.7115Epoch 00006: val_loss improved from 0.00493 to 0.00486, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0054 - acc: 0.7091 - val_loss: 0.0049 - val_acc: 0.6963 Epoch 8/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0053 - acc: 0.7061Epoch 00007: val_loss improved from 0.00486 to 0.00485, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0053 - acc: 0.7062 - val_loss: 0.0049 - val_acc: 0.6963 Epoch 9/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0053 - acc: 0.7067Epoch 00008: val_loss improved from 0.00485 to 0.00485, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0052 - acc: 0.7068 - val_loss: 0.0048 - val_acc: 0.6963 Epoch 10/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0052 - acc: 0.7085Epoch 00009: val_loss improved from 0.00485 to 0.00479, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0053 - acc: 0.7062 - val_loss: 0.0048 - val_acc: 0.6963 Epoch 11/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0052 - acc: 0.7061Epoch 00010: val_loss improved from 0.00479 to 0.00479, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0052 - acc: 0.7056 - val_loss: 0.0048 - val_acc: 0.6963 Epoch 12/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0052 - acc: 0.7061Epoch 00011: val_loss improved from 0.00479 to 0.00474, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0051 - acc: 0.7074 - val_loss: 0.0047 - val_acc: 0.6963 Epoch 13/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0051 - acc: 0.7073Epoch 00012: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0051 - acc: 0.7074 - val_loss: 0.0047 - val_acc: 0.6963 Epoch 14/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0051 - acc: 0.7067Epoch 00013: val_loss improved from 0.00474 to 0.00469, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0051 - acc: 0.7074 - val_loss: 0.0047 - val_acc: 0.6963 Epoch 15/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0050 - acc: 0.7049Epoch 00014: val_loss improved from 0.00469 to 0.00468, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0050 - acc: 0.7074 - val_loss: 0.0047 - val_acc: 0.6963 Epoch 16/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0050 - acc: 0.7073Epoch 00015: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0050 - acc: 0.7074 - val_loss: 0.0047 - val_acc: 0.6963 Epoch 17/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0050 - acc: 0.7043Epoch 00016: val_loss improved from 0.00468 to 0.00468, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0050 - acc: 0.7074 - val_loss: 0.0047 - val_acc: 0.6963 Epoch 18/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0050 - acc: 0.7055Epoch 00017: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0050 - acc: 0.7074 - val_loss: 0.0047 - val_acc: 0.6963 Epoch 19/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0049 - acc: 0.7073Epoch 00018: val_loss improved from 0.00468 to 0.00463, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0049 - acc: 0.7074 - val_loss: 0.0046 - val_acc: 0.6963 Epoch 20/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0049 - acc: 0.7049Epoch 00019: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0049 - acc: 0.7068 - val_loss: 0.0047 - val_acc: 0.6963 Epoch 21/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0049 - acc: 0.7073Epoch 00020: val_loss improved from 0.00463 to 0.00460, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0049 - acc: 0.7074 - val_loss: 0.0046 - val_acc: 0.6963 Epoch 22/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0049 - acc: 0.7103Epoch 00021: val_loss improved from 0.00460 to 0.00459, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0049 - acc: 0.7074 - val_loss: 0.0046 - val_acc: 0.6963 Epoch 23/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0049 - acc: 0.7085Epoch 00022: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0049 - acc: 0.7074 - val_loss: 0.0046 - val_acc: 0.6963 Epoch 24/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0049 - acc: 0.7067Epoch 00023: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0049 - acc: 0.7074 - val_loss: 0.0046 - val_acc: 0.6963 Epoch 25/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0049 - acc: 0.7091Epoch 00024: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0049 - acc: 0.7074 - val_loss: 0.0046 - val_acc: 0.6963 Epoch 26/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0049 - acc: 0.7049Epoch 00025: val_loss improved from 0.00459 to 0.00457, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7068 - val_loss: 0.0046 - val_acc: 0.6963 Epoch 27/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0049 - acc: 0.7043Epoch 00026: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0049 - acc: 0.7068 - val_loss: 0.0046 - val_acc: 0.6963 Epoch 28/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0048 - acc: 0.7049Epoch 00027: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7068 - val_loss: 0.0046 - val_acc: 0.6963 Epoch 29/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0048 - acc: 0.7091Epoch 00028: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7074 - val_loss: 0.0046 - val_acc: 0.6963 Epoch 30/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0048 - acc: 0.7079Epoch 00029: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7079 - val_loss: 0.0046 - val_acc: 0.6963 Epoch 31/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0048 - acc: 0.7067Epoch 00030: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7068 - val_loss: 0.0046 - val_acc: 0.6963 Epoch 32/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0048 - acc: 0.7085Epoch 00031: val_loss improved from 0.00457 to 0.00455, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7074 - val_loss: 0.0046 - val_acc: 0.6963 Epoch 33/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7091Epoch 00032: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0046 - val_acc: 0.6963 Epoch 34/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0048 - acc: 0.7037Epoch 00033: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7074 - val_loss: 0.0046 - val_acc: 0.6963 Epoch 35/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0048 - acc: 0.7103Epoch 00034: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0046 - val_acc: 0.6963 Epoch 36/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0048 - acc: 0.7085Epoch 00035: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7074 - val_loss: 0.0046 - val_acc: 0.6963 Epoch 37/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7067Epoch 00036: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7074 - val_loss: 0.0046 - val_acc: 0.6963 Epoch 38/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7073Epoch 00037: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0046 - val_acc: 0.6963 Epoch 39/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7103Epoch 00038: val_loss improved from 0.00455 to 0.00454, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 40/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7103Epoch 00039: val_loss improved from 0.00454 to 0.00453, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 41/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7085Epoch 00040: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0046 - val_acc: 0.6963 Epoch 42/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7115Epoch 00041: val_loss improved from 0.00453 to 0.00450, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 43/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7091Epoch 00042: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 44/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7097Epoch 00043: val_loss improved from 0.00450 to 0.00450, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 45/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7073Epoch 00044: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 46/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7079Epoch 00045: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 47/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7079Epoch 00046: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 48/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7091Epoch 00047: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 49/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7061Epoch 00048: val_loss improved from 0.00450 to 0.00449, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 50/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7085Epoch 00049: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 51/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7061Epoch 00050: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 52/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7073Epoch 00051: val_loss improved from 0.00449 to 0.00449, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 53/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7061Epoch 00052: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 54/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7079Epoch 00053: val_loss improved from 0.00449 to 0.00448, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 55/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7103Epoch 00054: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 56/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7085Epoch 00055: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 57/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7079Epoch 00056: val_loss improved from 0.00448 to 0.00446, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 58/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7085Epoch 00057: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 59/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0047 - acc: 0.7091Epoch 00058: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 60/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7037Epoch 00059: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 61/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7073Epoch 00060: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 62/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7043Epoch 00061: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 63/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7043Epoch 00062: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 64/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7085Epoch 00063: val_loss improved from 0.00446 to 0.00446, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 65/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7085Epoch 00064: val_loss improved from 0.00446 to 0.00446, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 66/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7085Epoch 00065: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 67/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7079Epoch 00066: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 68/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7073Epoch 00067: val_loss improved from 0.00446 to 0.00444, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 69/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7061Epoch 00068: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 70/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7067Epoch 00069: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 71/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7085Epoch 00070: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 72/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7055Epoch 00071: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 73/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7097Epoch 00072: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 74/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7085Epoch 00073: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 75/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7091Epoch 00074: val_loss improved from 0.00444 to 0.00443, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 76/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7055Epoch 00075: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0045 - val_acc: 0.6963 Epoch 77/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7043Epoch 00076: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 78/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7043Epoch 00077: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7068 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 79/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7061Epoch 00078: val_loss improved from 0.00443 to 0.00442, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 80/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7055Epoch 00079: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 81/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7055Epoch 00080: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 82/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7037Epoch 00081: val_loss improved from 0.00442 to 0.00442, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 83/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7067Epoch 00082: val_loss improved from 0.00442 to 0.00442, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 84/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7067Epoch 00083: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 85/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7085Epoch 00084: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 86/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7055Epoch 00085: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 87/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7055Epoch 00086: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 88/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7073Epoch 00087: val_loss improved from 0.00442 to 0.00439, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 89/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7067Epoch 00088: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 90/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7061Epoch 00089: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 91/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7079Epoch 00090: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 92/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7097Epoch 00091: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 93/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7103Epoch 00092: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 94/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7061Epoch 00093: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 95/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7067Epoch 00094: val_loss improved from 0.00439 to 0.00439, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 96/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7085Epoch 00095: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 97/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7073Epoch 00096: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 98/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7091Epoch 00097: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 99/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7103Epoch 00098: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 100/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0046 - acc: 0.7079Epoch 00099: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 101/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7091Epoch 00100: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 102/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7073Epoch 00101: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 103/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7067Epoch 00102: val_loss improved from 0.00439 to 0.00438, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 104/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7073Epoch 00103: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 105/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7073Epoch 00104: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 106/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7073Epoch 00105: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 107/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7073Epoch 00106: val_loss improved from 0.00438 to 0.00437, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 108/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7085Epoch 00107: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 109/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7073Epoch 00108: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 110/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7085Epoch 00109: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 111/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7085Epoch 00110: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 112/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7097Epoch 00111: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 113/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7061Epoch 00112: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 114/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7079Epoch 00113: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 115/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7049Epoch 00114: val_loss improved from 0.00437 to 0.00436, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 116/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7085Epoch 00115: val_loss improved from 0.00436 to 0.00436, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 117/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7055Epoch 00116: val_loss improved from 0.00436 to 0.00436, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 118/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7067Epoch 00117: val_loss improved from 0.00436 to 0.00436, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 119/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7067Epoch 00118: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 120/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7085Epoch 00119: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 121/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7073Epoch 00120: val_loss improved from 0.00436 to 0.00435, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 122/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7061Epoch 00121: val_loss improved from 0.00435 to 0.00435, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 123/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7079Epoch 00122: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 124/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7109Epoch 00123: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 125/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7037Epoch 00124: val_loss improved from 0.00435 to 0.00435, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 126/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7091Epoch 00125: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 127/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7067Epoch 00126: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 128/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7097Epoch 00127: val_loss improved from 0.00435 to 0.00434, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 129/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7115Epoch 00128: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 130/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7067Epoch 00129: val_loss improved from 0.00434 to 0.00434, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 131/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7067Epoch 00130: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0044 - val_acc: 0.6963 Epoch 132/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7067Epoch 00131: val_loss improved from 0.00434 to 0.00434, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 133/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7061Epoch 00132: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 134/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7067Epoch 00133: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 135/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7055Epoch 00134: val_loss improved from 0.00434 to 0.00433, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 136/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7025Epoch 00135: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 137/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7085Epoch 00136: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 138/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7061Epoch 00137: val_loss improved from 0.00433 to 0.00433, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 139/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7055Epoch 00138: val_loss improved from 0.00433 to 0.00433, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 140/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7091Epoch 00139: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 141/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7139Epoch 00140: val_loss improved from 0.00433 to 0.00432, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 142/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7055Epoch 00141: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 143/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7073Epoch 00142: val_loss improved from 0.00432 to 0.00432, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 144/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7097Epoch 00143: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 145/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7079Epoch 00144: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 146/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7073Epoch 00145: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 147/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7043Epoch 00146: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 148/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7037Epoch 00147: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 149/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7097Epoch 00148: val_loss improved from 0.00432 to 0.00432, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 150/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7073Epoch 00149: val_loss improved from 0.00432 to 0.00430, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 151/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7079Epoch 00150: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 152/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0045 - acc: 0.7097Epoch 00151: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 153/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7103Epoch 00152: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 154/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7073Epoch 00153: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 155/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7079Epoch 00154: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 156/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7043Epoch 00155: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 157/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7061Epoch 00156: val_loss improved from 0.00430 to 0.00430, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 158/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7061Epoch 00157: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 159/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7085Epoch 00158: val_loss improved from 0.00430 to 0.00430, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 160/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7061Epoch 00159: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 161/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7079Epoch 00160: val_loss improved from 0.00430 to 0.00430, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 162/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7091Epoch 00161: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 163/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7073Epoch 00162: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 164/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7067Epoch 00163: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 165/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7073Epoch 00164: val_loss improved from 0.00430 to 0.00429, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 166/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7061Epoch 00165: val_loss improved from 0.00429 to 0.00429, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 167/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7067Epoch 00166: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 168/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7067Epoch 00167: val_loss improved from 0.00429 to 0.00429, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 169/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7085Epoch 00168: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 170/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7079Epoch 00169: val_loss improved from 0.00429 to 0.00428, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 171/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7091Epoch 00170: val_loss improved from 0.00428 to 0.00428, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 172/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7055Epoch 00171: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 173/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7079Epoch 00172: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 174/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7085Epoch 00173: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 175/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7043Epoch 00174: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 176/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7073Epoch 00175: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 177/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7061Epoch 00176: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 178/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7097Epoch 00177: val_loss improved from 0.00428 to 0.00427, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 179/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7049Epoch 00178: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 180/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7079Epoch 00179: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 181/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7049Epoch 00180: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 182/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7097Epoch 00181: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 183/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7067Epoch 00182: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 184/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7061Epoch 00183: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 185/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7079Epoch 00184: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 186/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7067Epoch 00185: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 187/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7031Epoch 00186: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 188/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7121Epoch 00187: val_loss improved from 0.00427 to 0.00427, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 189/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7109Epoch 00188: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 190/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7073Epoch 00189: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 191/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7073Epoch 00190: val_loss improved from 0.00427 to 0.00426, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 192/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7073Epoch 00191: val_loss improved from 0.00426 to 0.00426, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 193/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7079Epoch 00192: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 194/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7085Epoch 00193: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 195/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7097Epoch 00194: val_loss improved from 0.00426 to 0.00425, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 196/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7049Epoch 00195: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 197/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7067Epoch 00196: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 198/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7067Epoch 00197: val_loss improved from 0.00425 to 0.00425, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 199/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7079Epoch 00198: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 200/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7079Epoch 00199: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 201/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7055Epoch 00200: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 202/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7061Epoch 00201: val_loss improved from 0.00425 to 0.00425, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 203/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7079Epoch 00202: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 204/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7073Epoch 00203: val_loss improved from 0.00425 to 0.00425, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 205/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7067Epoch 00204: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 206/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7037Epoch 00205: val_loss improved from 0.00425 to 0.00424, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 207/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7055Epoch 00206: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 208/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7049Epoch 00207: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 209/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7079Epoch 00208: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 210/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7067Epoch 00209: val_loss improved from 0.00424 to 0.00424, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 211/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7055Epoch 00210: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 212/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7073Epoch 00211: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 213/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7103Epoch 00212: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 214/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7085Epoch 00213: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0043 - val_acc: 0.6963 Epoch 215/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7061Epoch 00214: val_loss improved from 0.00424 to 0.00423, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 216/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7037Epoch 00215: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 217/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7061Epoch 00216: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 218/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7061Epoch 00217: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 219/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7073Epoch 00218: val_loss improved from 0.00423 to 0.00423, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 220/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7079Epoch 00219: val_loss improved from 0.00423 to 0.00423, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 221/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7067Epoch 00220: val_loss improved from 0.00423 to 0.00423, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 222/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7097Epoch 00221: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 223/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7127Epoch 00222: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 224/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7079Epoch 00223: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 225/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7115Epoch 00224: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 226/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7097Epoch 00225: val_loss improved from 0.00423 to 0.00422, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 227/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7073Epoch 00226: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 228/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7079Epoch 00227: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 229/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7103Epoch 00228: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 230/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7067Epoch 00229: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 231/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7103Epoch 00230: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 232/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7115Epoch 00231: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 233/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7031Epoch 00232: val_loss improved from 0.00422 to 0.00422, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 234/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7091Epoch 00233: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 235/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7049Epoch 00234: val_loss improved from 0.00422 to 0.00421, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 236/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7091Epoch 00235: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 237/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7085Epoch 00236: val_loss improved from 0.00421 to 0.00420, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 238/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7073Epoch 00237: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 239/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7085Epoch 00238: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 240/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7073Epoch 00239: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 241/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7115Epoch 00240: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 242/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7079Epoch 00241: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 243/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7085Epoch 00242: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 244/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7079Epoch 00243: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 245/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7103Epoch 00244: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 246/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7091Epoch 00245: val_loss improved from 0.00420 to 0.00420, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 247/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7049Epoch 00246: val_loss improved from 0.00420 to 0.00419, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 248/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7055Epoch 00247: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 249/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7049Epoch 00248: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 250/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7061Epoch 00249: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 251/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7097Epoch 00250: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 252/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7055Epoch 00251: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 253/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7091Epoch 00252: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 254/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7061Epoch 00253: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 255/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7049Epoch 00254: val_loss improved from 0.00419 to 0.00419, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 256/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7097Epoch 00255: val_loss improved from 0.00419 to 0.00418, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 257/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7091Epoch 00256: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 258/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7079Epoch 00257: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 259/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7055Epoch 00258: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 260/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7103Epoch 00259: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 261/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7043Epoch 00260: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 262/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7085Epoch 00261: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 263/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7073Epoch 00262: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 264/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7049Epoch 00263: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 265/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7067Epoch 00264: val_loss improved from 0.00418 to 0.00418, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 266/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7079Epoch 00265: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 267/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7061Epoch 00266: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 268/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7067Epoch 00267: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 269/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7073Epoch 00268: val_loss improved from 0.00418 to 0.00417, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 270/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7073Epoch 00269: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 271/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7067Epoch 00270: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 272/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7049Epoch 00271: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 273/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7079Epoch 00272: val_loss improved from 0.00417 to 0.00417, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 274/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7049Epoch 00273: val_loss improved from 0.00417 to 0.00417, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 275/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7067Epoch 00274: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 276/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7097Epoch 00275: val_loss improved from 0.00417 to 0.00417, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 277/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7055Epoch 00276: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 278/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7031Epoch 00277: val_loss improved from 0.00417 to 0.00416, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 279/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7043Epoch 00278: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 280/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7067Epoch 00279: val_loss improved from 0.00416 to 0.00416, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 281/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7067Epoch 00280: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 282/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7079Epoch 00281: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 283/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7043Epoch 00282: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 284/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7025Epoch 00283: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 285/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7127Epoch 00284: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 286/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7109Epoch 00285: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 287/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7055Epoch 00286: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 288/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7067Epoch 00287: val_loss improved from 0.00416 to 0.00414, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 289/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7097Epoch 00288: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 290/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7055Epoch 00289: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 291/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7073Epoch 00290: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 292/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7073Epoch 00291: val_loss improved from 0.00414 to 0.00414, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 293/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7061Epoch 00292: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 294/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7079Epoch 00293: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 295/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7067Epoch 00294: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 296/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7103Epoch 00295: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0042 - val_acc: 0.6963 Epoch 297/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7055Epoch 00296: val_loss improved from 0.00414 to 0.00413, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 298/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7073Epoch 00297: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 299/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7061Epoch 00298: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 300/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7073Epoch 00299: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 301/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7073Epoch 00300: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 302/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7085Epoch 00301: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 303/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7091Epoch 00302: val_loss improved from 0.00413 to 0.00412, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 304/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7061Epoch 00303: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 305/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7067Epoch 00304: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 306/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7061Epoch 00305: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 307/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7091Epoch 00306: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 308/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7085Epoch 00307: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 309/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7079Epoch 00308: val_loss improved from 0.00412 to 0.00412, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 310/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7079Epoch 00309: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 311/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7079Epoch 00310: val_loss improved from 0.00412 to 0.00412, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 312/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7073Epoch 00311: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 313/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7079Epoch 00312: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 314/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7121Epoch 00313: val_loss improved from 0.00412 to 0.00411, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 315/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7061Epoch 00314: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 316/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7073Epoch 00315: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 317/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7097Epoch 00316: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 318/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7055Epoch 00317: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 319/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7097Epoch 00318: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 320/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7091Epoch 00319: val_loss improved from 0.00411 to 0.00410, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 321/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7073Epoch 00320: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 322/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7121Epoch 00321: val_loss improved from 0.00410 to 0.00410, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 323/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7067Epoch 00322: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 324/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7067Epoch 00323: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 325/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7067Epoch 00324: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 326/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0042 - acc: 0.7067Epoch 00325: val_loss improved from 0.00410 to 0.00409, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 327/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7055Epoch 00326: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 328/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7097Epoch 00327: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 329/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7067Epoch 00328: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 330/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7079Epoch 00329: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 331/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7079Epoch 00330: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 332/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7079Epoch 00331: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 333/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7049Epoch 00332: val_loss improved from 0.00409 to 0.00408, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 334/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7085Epoch 00333: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 335/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7091Epoch 00334: val_loss improved from 0.00408 to 0.00408, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 336/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7067Epoch 00335: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 337/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7055Epoch 00336: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 338/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7139Epoch 00337: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 339/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7049Epoch 00338: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 340/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7097Epoch 00339: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 341/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7043Epoch 00340: val_loss improved from 0.00408 to 0.00406, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 342/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7103Epoch 00341: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 343/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7073Epoch 00342: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 344/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7073Epoch 00343: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 345/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7055Epoch 00344: val_loss improved from 0.00406 to 0.00405, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 346/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7055Epoch 00345: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 347/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7091Epoch 00346: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 348/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7079Epoch 00347: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 349/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7091Epoch 00348: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 350/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7109Epoch 00349: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 351/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7109Epoch 00350: val_loss improved from 0.00405 to 0.00405, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 352/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7085Epoch 00351: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 353/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7061Epoch 00352: val_loss improved from 0.00405 to 0.00404, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 354/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7067Epoch 00353: val_loss improved from 0.00404 to 0.00404, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 355/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7085Epoch 00354: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 356/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7073Epoch 00355: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 357/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7055Epoch 00356: val_loss improved from 0.00404 to 0.00404, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 358/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7061Epoch 00357: val_loss improved from 0.00404 to 0.00404, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 359/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7085Epoch 00358: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 360/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7067Epoch 00359: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 361/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7079Epoch 00360: val_loss improved from 0.00404 to 0.00403, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 362/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7067Epoch 00361: val_loss improved from 0.00403 to 0.00402, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 363/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7061Epoch 00362: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0041 - val_acc: 0.6963 Epoch 364/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7067Epoch 00363: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 365/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7091Epoch 00364: val_loss improved from 0.00402 to 0.00402, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 366/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7061Epoch 00365: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 367/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7061Epoch 00366: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 368/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7067Epoch 00367: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 369/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7085Epoch 00368: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 370/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7073Epoch 00369: val_loss improved from 0.00402 to 0.00401, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 371/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7085Epoch 00370: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 372/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7085Epoch 00371: val_loss improved from 0.00401 to 0.00400, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 373/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7091Epoch 00372: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 374/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7091Epoch 00373: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 375/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7079Epoch 00374: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 376/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7061Epoch 00375: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 377/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7061Epoch 00376: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 378/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7079Epoch 00377: val_loss improved from 0.00400 to 0.00400, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 379/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7097Epoch 00378: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 380/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7037Epoch 00379: val_loss improved from 0.00400 to 0.00400, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 381/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7079Epoch 00380: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 382/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7055Epoch 00381: val_loss improved from 0.00400 to 0.00398, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 383/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7085Epoch 00382: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 384/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7061Epoch 00383: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 385/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7067Epoch 00384: val_loss improved from 0.00398 to 0.00398, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 386/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7067Epoch 00385: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 387/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7049Epoch 00386: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 388/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7073Epoch 00387: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 389/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7055Epoch 00388: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 390/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7091Epoch 00389: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 391/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7061Epoch 00390: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 392/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7103Epoch 00391: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 393/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7067Epoch 00392: val_loss improved from 0.00398 to 0.00397, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 394/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7085Epoch 00393: val_loss improved from 0.00397 to 0.00396, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 395/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7073Epoch 00394: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 396/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7073Epoch 00395: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 397/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7043Epoch 00396: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 398/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7079Epoch 00397: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 399/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7073Epoch 00398: val_loss improved from 0.00396 to 0.00394, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 400/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7061Epoch 00399: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 401/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7073Epoch 00400: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 402/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7079Epoch 00401: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 403/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7037Epoch 00402: val_loss improved from 0.00394 to 0.00394, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 404/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7037Epoch 00403: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 405/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7097Epoch 00404: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 406/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7073Epoch 00405: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 407/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7079Epoch 00406: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 408/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7067Epoch 00407: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 409/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7061Epoch 00408: val_loss improved from 0.00394 to 0.00393, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 410/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7061Epoch 00409: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 411/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7091Epoch 00410: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 412/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7073Epoch 00411: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 413/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7091Epoch 00412: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 414/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7061Epoch 00413: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 415/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7097Epoch 00414: val_loss improved from 0.00393 to 0.00391, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 416/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7055Epoch 00415: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0040 - val_acc: 0.6963 Epoch 417/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7085Epoch 00416: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 418/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7067Epoch 00417: val_loss improved from 0.00391 to 0.00390, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 419/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7103Epoch 00418: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 420/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7079Epoch 00419: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 421/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7049Epoch 00420: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 422/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7079Epoch 00421: val_loss improved from 0.00390 to 0.00390, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 423/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7067Epoch 00422: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 424/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7091Epoch 00423: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 425/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7067Epoch 00424: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 426/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7073Epoch 00425: val_loss improved from 0.00390 to 0.00390, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 427/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7079Epoch 00426: val_loss improved from 0.00390 to 0.00389, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 428/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7073Epoch 00427: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 429/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7073Epoch 00428: val_loss improved from 0.00389 to 0.00388, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 430/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7091Epoch 00429: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 431/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7073Epoch 00430: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 432/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7073Epoch 00431: val_loss improved from 0.00388 to 0.00388, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 433/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7067Epoch 00432: val_loss improved from 0.00388 to 0.00388, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 434/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7085Epoch 00433: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 435/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7067Epoch 00434: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 436/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7049Epoch 00435: val_loss improved from 0.00388 to 0.00385, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 437/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7091Epoch 00436: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 438/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7079Epoch 00437: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 439/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7055Epoch 00438: val_loss improved from 0.00385 to 0.00385, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 440/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7085Epoch 00439: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 441/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7103Epoch 00440: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 442/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7073Epoch 00441: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 443/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7073Epoch 00442: val_loss improved from 0.00385 to 0.00385, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 444/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7085Epoch 00443: val_loss improved from 0.00385 to 0.00385, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 445/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7049Epoch 00444: val_loss improved from 0.00385 to 0.00384, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 446/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7061Epoch 00445: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 447/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7055Epoch 00446: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 448/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7049Epoch 00447: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 449/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7067Epoch 00448: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 450/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7067Epoch 00449: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 451/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7079Epoch 00450: val_loss improved from 0.00384 to 0.00383, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 452/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7079Epoch 00451: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0039 - val_acc: 0.6963 Epoch 453/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7049Epoch 00452: val_loss improved from 0.00383 to 0.00382, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 454/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7073Epoch 00453: val_loss improved from 0.00382 to 0.00382, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 455/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7091Epoch 00454: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 456/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7055Epoch 00455: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 457/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7037Epoch 00456: val_loss improved from 0.00382 to 0.00381, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 458/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7061Epoch 00457: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 459/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7091Epoch 00458: val_loss improved from 0.00381 to 0.00380, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 460/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7085Epoch 00459: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 461/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7091Epoch 00460: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 462/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7061Epoch 00461: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 463/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7067Epoch 00462: val_loss improved from 0.00380 to 0.00379, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 464/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7079Epoch 00463: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 465/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7085Epoch 00464: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 466/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7079Epoch 00465: val_loss improved from 0.00379 to 0.00377, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 467/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7073Epoch 00466: val_loss improved from 0.00377 to 0.00377, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 468/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7061Epoch 00467: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 469/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7097Epoch 00468: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 470/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7121Epoch 00469: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 471/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7085Epoch 00470: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 472/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7061Epoch 00471: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 473/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7067Epoch 00472: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 474/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7079Epoch 00473: val_loss improved from 0.00377 to 0.00375, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 475/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7103Epoch 00474: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 476/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7055Epoch 00475: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 477/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7079Epoch 00476: val_loss improved from 0.00375 to 0.00374, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 478/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7061Epoch 00477: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 479/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7079Epoch 00478: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 480/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7103Epoch 00479: val_loss improved from 0.00374 to 0.00373, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 481/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7079Epoch 00480: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 482/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7085Epoch 00481: val_loss improved from 0.00373 to 0.00373, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 483/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7079Epoch 00482: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 484/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7049Epoch 00483: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 485/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7091Epoch 00484: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0038 - val_acc: 0.6963 Epoch 486/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7085Epoch 00485: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 487/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7073Epoch 00486: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 488/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7109Epoch 00487: val_loss improved from 0.00373 to 0.00373, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 489/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7073Epoch 00488: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 490/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7073Epoch 00489: val_loss improved from 0.00373 to 0.00372, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 491/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7061Epoch 00490: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 492/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7103Epoch 00491: val_loss improved from 0.00372 to 0.00370, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 493/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7067Epoch 00492: val_loss improved from 0.00370 to 0.00370, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 494/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7067Epoch 00493: val_loss improved from 0.00370 to 0.00368, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 495/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7067Epoch 00494: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 496/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7091Epoch 00495: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 497/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7067Epoch 00496: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 498/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7067Epoch 00497: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 499/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7085Epoch 00498: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 500/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7067Epoch 00499: val_loss improved from 0.00368 to 0.00368, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 501/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7049Epoch 00500: val_loss improved from 0.00368 to 0.00367, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 502/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7073Epoch 00501: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 503/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7055Epoch 00502: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 504/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7085Epoch 00503: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 505/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7067Epoch 00504: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 506/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7091Epoch 00505: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 507/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7091Epoch 00506: val_loss improved from 0.00367 to 0.00365, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 508/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7067Epoch 00507: val_loss improved from 0.00365 to 0.00363, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 509/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7079Epoch 00508: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 510/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7073Epoch 00509: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 511/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7067Epoch 00510: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 512/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7067Epoch 00511: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 513/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7091Epoch 00512: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 514/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7091Epoch 00513: val_loss improved from 0.00363 to 0.00363, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 515/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7061Epoch 00514: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0037 - val_acc: 0.6963 Epoch 516/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7091Epoch 00515: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 517/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7049Epoch 00516: val_loss improved from 0.00363 to 0.00360, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 518/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7073Epoch 00517: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 519/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7037Epoch 00518: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 520/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7127Epoch 00519: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 521/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7067Epoch 00520: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 522/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7097Epoch 00521: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 523/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7085Epoch 00522: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 524/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7091Epoch 00523: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 525/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7091Epoch 00524: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 526/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7067Epoch 00525: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 527/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7061Epoch 00526: val_loss improved from 0.00360 to 0.00359, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 528/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7043Epoch 00527: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 529/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7067Epoch 00528: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 530/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7049Epoch 00529: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 531/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7061Epoch 00530: val_loss improved from 0.00359 to 0.00358, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 532/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7079Epoch 00531: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 533/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7055Epoch 00532: val_loss improved from 0.00358 to 0.00355, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 534/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7055Epoch 00533: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7068 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 535/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7079Epoch 00534: val_loss improved from 0.00355 to 0.00354, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 536/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7085Epoch 00535: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 537/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7085Epoch 00536: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 538/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7091Epoch 00537: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 539/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7049Epoch 00538: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 540/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7049Epoch 00539: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 541/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7061Epoch 00540: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 542/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7097Epoch 00541: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7068 - val_loss: 0.0036 - val_acc: 0.6963 Epoch 543/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7079Epoch 00542: val_loss improved from 0.00354 to 0.00353, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7068 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 544/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7103Epoch 00543: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 545/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7043Epoch 00544: val_loss improved from 0.00353 to 0.00351, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 546/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7061Epoch 00545: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 547/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7085Epoch 00546: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 548/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7085Epoch 00547: val_loss improved from 0.00351 to 0.00350, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 549/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7091Epoch 00548: val_loss improved from 0.00350 to 0.00349, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 550/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7061Epoch 00549: val_loss improved from 0.00349 to 0.00348, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 551/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7109Epoch 00550: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 552/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7073Epoch 00551: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 553/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7049Epoch 00552: val_loss improved from 0.00348 to 0.00347, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7068 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 554/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7061Epoch 00553: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 555/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7061Epoch 00554: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7062 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 556/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7097Epoch 00555: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 557/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7061Epoch 00556: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7068 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 558/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7079Epoch 00557: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 559/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7061Epoch 00558: val_loss improved from 0.00347 to 0.00346, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 560/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7073Epoch 00559: val_loss improved from 0.00346 to 0.00346, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7079 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 561/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7079Epoch 00560: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 562/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7049Epoch 00561: val_loss improved from 0.00346 to 0.00344, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7074 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 563/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7091Epoch 00562: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7074 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 564/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7043Epoch 00563: val_loss improved from 0.00344 to 0.00343, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7068 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 565/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7115Epoch 00564: val_loss improved from 0.00343 to 0.00343, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7068 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 566/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7061Epoch 00565: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7074 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 567/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7115Epoch 00566: val_loss improved from 0.00343 to 0.00343, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7074 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 568/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7085Epoch 00567: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7068 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 569/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7067Epoch 00568: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7068 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 570/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7085Epoch 00569: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7068 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 571/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7085Epoch 00570: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7074 - val_loss: 0.0035 - val_acc: 0.6963 Epoch 572/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7085Epoch 00571: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7074 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 573/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7097Epoch 00572: val_loss improved from 0.00343 to 0.00341, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7074 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 574/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7067Epoch 00573: val_loss improved from 0.00341 to 0.00340, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7074 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 575/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7085Epoch 00574: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7074 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 576/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7061Epoch 00575: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7068 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 577/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7055Epoch 00576: val_loss improved from 0.00340 to 0.00340, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7068 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 578/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7067Epoch 00577: val_loss improved from 0.00340 to 0.00337, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7068 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 579/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7097Epoch 00578: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7074 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 580/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7109Epoch 00579: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7074 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 581/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7097Epoch 00580: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7079 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 582/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7085Epoch 00581: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7074 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 583/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7067Epoch 00582: val_loss improved from 0.00337 to 0.00336, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7079 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 584/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7079Epoch 00583: val_loss improved from 0.00336 to 0.00335, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7079 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 585/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7103Epoch 00584: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7074 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 586/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7043Epoch 00585: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7068 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 587/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7043Epoch 00586: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7074 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 588/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7109Epoch 00587: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7079 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 589/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7085Epoch 00588: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7074 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 590/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7049Epoch 00589: val_loss improved from 0.00335 to 0.00334, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7085 - val_loss: 0.0033 - val_acc: 0.6963 Epoch 591/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7055Epoch 00590: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7074 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 592/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7061Epoch 00591: val_loss improved from 0.00334 to 0.00331, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7079 - val_loss: 0.0033 - val_acc: 0.6963 Epoch 593/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7073Epoch 00592: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7068 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 594/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7097Epoch 00593: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7085 - val_loss: 0.0033 - val_acc: 0.6963 Epoch 595/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7079Epoch 00594: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7074 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 596/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7091Epoch 00595: val_loss improved from 0.00331 to 0.00330, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7062 - val_loss: 0.0033 - val_acc: 0.6963 Epoch 597/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7079Epoch 00596: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7079 - val_loss: 0.0033 - val_acc: 0.6963 Epoch 598/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7055Epoch 00597: val_loss improved from 0.00330 to 0.00329, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7074 - val_loss: 0.0033 - val_acc: 0.6963 Epoch 599/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7079Epoch 00598: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7074 - val_loss: 0.0033 - val_acc: 0.6963 Epoch 600/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7061Epoch 00599: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7074 - val_loss: 0.0033 - val_acc: 0.6963 Epoch 601/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7091Epoch 00600: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7074 - val_loss: 0.0033 - val_acc: 0.6963 Epoch 602/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7043Epoch 00601: val_loss improved from 0.00329 to 0.00328, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7062 - val_loss: 0.0033 - val_acc: 0.6963 Epoch 603/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7055Epoch 00602: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7074 - val_loss: 0.0033 - val_acc: 0.6963 Epoch 604/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7121Epoch 00603: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7079 - val_loss: 0.0033 - val_acc: 0.6963 Epoch 605/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7019Epoch 00604: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7062 - val_loss: 0.0033 - val_acc: 0.6963 Epoch 606/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7085Epoch 00605: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7079 - val_loss: 0.0033 - val_acc: 0.6963 Epoch 607/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7097Epoch 00606: val_loss improved from 0.00328 to 0.00327, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7079 - val_loss: 0.0033 - val_acc: 0.6963 Epoch 608/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7085Epoch 00607: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7074 - val_loss: 0.0034 - val_acc: 0.6963 Epoch 609/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7061Epoch 00608: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7068 - val_loss: 0.0033 - val_acc: 0.6963 Epoch 610/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7079Epoch 00609: val_loss improved from 0.00327 to 0.00327, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7097 - val_loss: 0.0033 - val_acc: 0.6963 Epoch 611/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7109Epoch 00610: val_loss improved from 0.00327 to 0.00322, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7079 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 612/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7049Epoch 00611: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7056 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 613/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7079Epoch 00612: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7068 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 614/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7055Epoch 00613: val_loss improved from 0.00322 to 0.00322, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7074 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 615/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7079Epoch 00614: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7074 - val_loss: 0.0033 - val_acc: 0.6963 Epoch 616/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7049Epoch 00615: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7068 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 617/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0033 - acc: 0.7067Epoch 00616: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7068 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 618/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7025Epoch 00617: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7068 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 619/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7073Epoch 00618: val_loss improved from 0.00322 to 0.00320, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7056 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 620/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7079Epoch 00619: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7068 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 621/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7067Epoch 00620: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7074 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 622/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7085Epoch 00621: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7074 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 623/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7061Epoch 00622: val_loss improved from 0.00320 to 0.00319, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7044 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 624/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7079Epoch 00623: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7085 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 625/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7049Epoch 00624: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7056 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 626/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7049Epoch 00625: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7050 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 627/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7037Epoch 00626: val_loss improved from 0.00319 to 0.00318, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7056 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 628/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7025Epoch 00627: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7062 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 629/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7043Epoch 00628: val_loss improved from 0.00318 to 0.00318, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7050 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 630/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7091Epoch 00629: val_loss improved from 0.00318 to 0.00314, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7068 - val_loss: 0.0031 - val_acc: 0.6963 Epoch 631/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7079Epoch 00630: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7085 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 632/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7043Epoch 00631: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7062 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 633/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7091Epoch 00632: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7062 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 634/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7067Epoch 00633: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7056 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 635/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7103Epoch 00634: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7085 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 636/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7067Epoch 00635: val_loss improved from 0.00314 to 0.00313, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7091 - val_loss: 0.0031 - val_acc: 0.6963 Epoch 637/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7067Epoch 00636: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7074 - val_loss: 0.0032 - val_acc: 0.6963 Epoch 638/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7079Epoch 00637: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7091 - val_loss: 0.0031 - val_acc: 0.6963 Epoch 639/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7091Epoch 00638: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7074 - val_loss: 0.0031 - val_acc: 0.6963 Epoch 640/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7031Epoch 00639: val_loss improved from 0.00313 to 0.00312, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7062 - val_loss: 0.0031 - val_acc: 0.6963 Epoch 641/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7091Epoch 00640: val_loss improved from 0.00312 to 0.00310, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7079 - val_loss: 0.0031 - val_acc: 0.6963 Epoch 642/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7073Epoch 00641: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7062 - val_loss: 0.0031 - val_acc: 0.6963 Epoch 643/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7097Epoch 00642: val_loss improved from 0.00310 to 0.00309, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7097 - val_loss: 0.0031 - val_acc: 0.6963 Epoch 644/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7049Epoch 00643: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7085 - val_loss: 0.0031 - val_acc: 0.6963 Epoch 645/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7073Epoch 00644: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7062 - val_loss: 0.0031 - val_acc: 0.6963 Epoch 646/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7073Epoch 00645: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7074 - val_loss: 0.0031 - val_acc: 0.6963 Epoch 647/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7073Epoch 00646: val_loss improved from 0.00309 to 0.00308, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7074 - val_loss: 0.0031 - val_acc: 0.6986 Epoch 648/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7055Epoch 00647: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7074 - val_loss: 0.0031 - val_acc: 0.6986 Epoch 649/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7019Epoch 00648: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7062 - val_loss: 0.0031 - val_acc: 0.6986 Epoch 650/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7049Epoch 00649: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7068 - val_loss: 0.0031 - val_acc: 0.6986 Epoch 651/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7085Epoch 00650: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7068 - val_loss: 0.0031 - val_acc: 0.6986 Epoch 652/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7097Epoch 00651: val_loss improved from 0.00308 to 0.00305, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7074 - val_loss: 0.0031 - val_acc: 0.6963 Epoch 653/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7067Epoch 00652: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7074 - val_loss: 0.0031 - val_acc: 0.6986 Epoch 654/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7085Epoch 00653: val_loss improved from 0.00305 to 0.00305, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7091 - val_loss: 0.0031 - val_acc: 0.6986 Epoch 655/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7055Epoch 00654: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7079 - val_loss: 0.0031 - val_acc: 0.6986 Epoch 656/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7103Epoch 00655: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7079 - val_loss: 0.0031 - val_acc: 0.6986 Epoch 657/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7115Epoch 00656: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7097 - val_loss: 0.0031 - val_acc: 0.7009 Epoch 658/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7067Epoch 00657: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7068 - val_loss: 0.0031 - val_acc: 0.6986 Epoch 659/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7073Epoch 00658: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7085 - val_loss: 0.0031 - val_acc: 0.7009 Epoch 660/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7055Epoch 00659: val_loss improved from 0.00305 to 0.00301, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7056 - val_loss: 0.0030 - val_acc: 0.6986 Epoch 661/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7091Epoch 00660: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7079 - val_loss: 0.0030 - val_acc: 0.7009 Epoch 662/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7067Epoch 00661: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7068 - val_loss: 0.0031 - val_acc: 0.7009 Epoch 663/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7097Epoch 00662: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7079 - val_loss: 0.0030 - val_acc: 0.7009 Epoch 664/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7025Epoch 00663: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7033 - val_loss: 0.0030 - val_acc: 0.7009 Epoch 665/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7067Epoch 00664: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7079 - val_loss: 0.0030 - val_acc: 0.7009 Epoch 666/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7091Epoch 00665: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7079 - val_loss: 0.0030 - val_acc: 0.7009 Epoch 667/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7085Epoch 00666: val_loss improved from 0.00301 to 0.00300, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7079 - val_loss: 0.0030 - val_acc: 0.6986 Epoch 668/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7079Epoch 00667: val_loss improved from 0.00300 to 0.00300, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7079 - val_loss: 0.0030 - val_acc: 0.7009 Epoch 669/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7079Epoch 00668: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7079 - val_loss: 0.0030 - val_acc: 0.6963 Epoch 670/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7079Epoch 00669: val_loss improved from 0.00300 to 0.00299, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7056 - val_loss: 0.0030 - val_acc: 0.7009 Epoch 671/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7079Epoch 00670: val_loss improved from 0.00299 to 0.00298, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7091 - val_loss: 0.0030 - val_acc: 0.7009 Epoch 672/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7073Epoch 00671: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7074 - val_loss: 0.0030 - val_acc: 0.6986 Epoch 673/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7103Epoch 00672: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7091 - val_loss: 0.0030 - val_acc: 0.6986 Epoch 674/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7049Epoch 00673: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7079 - val_loss: 0.0030 - val_acc: 0.6986 Epoch 675/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7073Epoch 00674: val_loss improved from 0.00298 to 0.00297, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7068 - val_loss: 0.0030 - val_acc: 0.6986 Epoch 676/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7067Epoch 00675: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7068 - val_loss: 0.0030 - val_acc: 0.6986 Epoch 677/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7061Epoch 00676: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7068 - val_loss: 0.0030 - val_acc: 0.6986 Epoch 678/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7031Epoch 00677: val_loss improved from 0.00297 to 0.00295, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7062 - val_loss: 0.0029 - val_acc: 0.6986 Epoch 679/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7055Epoch 00678: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7056 - val_loss: 0.0030 - val_acc: 0.6986 Epoch 680/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7097Epoch 00679: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7085 - val_loss: 0.0030 - val_acc: 0.6986 Epoch 681/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7067Epoch 00680: val_loss improved from 0.00295 to 0.00295, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7091 - val_loss: 0.0029 - val_acc: 0.6986 Epoch 682/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7097Epoch 00681: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7097 - val_loss: 0.0030 - val_acc: 0.6986 Epoch 683/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7055Epoch 00682: val_loss improved from 0.00295 to 0.00293, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7044 - val_loss: 0.0029 - val_acc: 0.7009 Epoch 684/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7103Epoch 00683: val_loss improved from 0.00293 to 0.00292, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7103 - val_loss: 0.0029 - val_acc: 0.6986 Epoch 685/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7055Epoch 00684: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7091 - val_loss: 0.0029 - val_acc: 0.7009 Epoch 686/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7055Epoch 00685: val_loss improved from 0.00292 to 0.00292, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7074 - val_loss: 0.0029 - val_acc: 0.7009 Epoch 687/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7061Epoch 00686: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7074 - val_loss: 0.0029 - val_acc: 0.6986 Epoch 688/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7061Epoch 00687: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7068 - val_loss: 0.0029 - val_acc: 0.6986 Epoch 689/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7067Epoch 00688: val_loss improved from 0.00292 to 0.00291, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7068 - val_loss: 0.0029 - val_acc: 0.6986 Epoch 690/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7097Epoch 00689: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7109 - val_loss: 0.0029 - val_acc: 0.6986 Epoch 691/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7055Epoch 00690: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7056 - val_loss: 0.0029 - val_acc: 0.6986 Epoch 692/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7061Epoch 00691: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7068 - val_loss: 0.0029 - val_acc: 0.7009 Epoch 693/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7013Epoch 00692: val_loss improved from 0.00291 to 0.00287, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7044 - val_loss: 0.0029 - val_acc: 0.6986 Epoch 694/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7067Epoch 00693: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7085 - val_loss: 0.0029 - val_acc: 0.7009 Epoch 695/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7061Epoch 00694: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7074 - val_loss: 0.0029 - val_acc: 0.7009 Epoch 696/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7025Epoch 00695: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7062 - val_loss: 0.0029 - val_acc: 0.7009 Epoch 697/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7097Epoch 00696: val_loss improved from 0.00287 to 0.00287, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7062 - val_loss: 0.0029 - val_acc: 0.7009 Epoch 698/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7067Epoch 00697: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7068 - val_loss: 0.0029 - val_acc: 0.7009 Epoch 699/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7013Epoch 00698: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7039 - val_loss: 0.0029 - val_acc: 0.7009 Epoch 700/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7073Epoch 00699: val_loss improved from 0.00287 to 0.00283, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7068 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 701/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7103Epoch 00700: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7114 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 702/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7067Epoch 00701: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7050 - val_loss: 0.0029 - val_acc: 0.7009 Epoch 703/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7043Epoch 00702: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7085 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 704/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7097Epoch 00703: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7097 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 705/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7079Epoch 00704: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7103 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 706/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7037Epoch 00705: val_loss improved from 0.00283 to 0.00281, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7062 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 707/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7055Epoch 00706: val_loss improved from 0.00281 to 0.00280, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7079 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 708/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7097Epoch 00707: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7103 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 709/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7079Epoch 00708: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7079 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 710/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7073Epoch 00709: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7056 - val_loss: 0.0029 - val_acc: 0.7009 Epoch 711/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7067Epoch 00710: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7068 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 712/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7091Epoch 00711: val_loss improved from 0.00280 to 0.00278, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7085 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 713/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7049Epoch 00712: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7062 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 714/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7079Epoch 00713: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7097 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 715/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7037Epoch 00714: val_loss improved from 0.00278 to 0.00275, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7068 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 716/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7031Epoch 00715: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7044 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 717/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7049Epoch 00716: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7068 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 718/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7121Epoch 00717: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7109 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 719/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7103Epoch 00718: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7062 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 720/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7073Epoch 00719: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7056 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 721/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7079Epoch 00720: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7074 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 722/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7085Epoch 00721: val_loss improved from 0.00275 to 0.00272, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7079 - val_loss: 0.0027 - val_acc: 0.7009 Epoch 723/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7067Epoch 00722: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7056 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 724/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7097Epoch 00723: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7085 - val_loss: 0.0027 - val_acc: 0.7009 Epoch 725/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7049Epoch 00724: val_loss improved from 0.00272 to 0.00271, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7050 - val_loss: 0.0027 - val_acc: 0.7009 Epoch 726/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7115Epoch 00725: val_loss improved from 0.00271 to 0.00270, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7138 - val_loss: 0.0027 - val_acc: 0.7009 Epoch 727/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7157Epoch 00726: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7150 - val_loss: 0.0028 - val_acc: 0.7009 Epoch 728/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7133Epoch 00727: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7120 - val_loss: 0.0027 - val_acc: 0.7009 Epoch 729/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7079Epoch 00728: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7074 - val_loss: 0.0027 - val_acc: 0.7009 Epoch 730/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7055Epoch 00729: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7074 - val_loss: 0.0027 - val_acc: 0.6986 Epoch 731/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7109Epoch 00730: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7120 - val_loss: 0.0027 - val_acc: 0.7009 Epoch 732/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7079Epoch 00731: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7103 - val_loss: 0.0027 - val_acc: 0.7009 Epoch 733/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7097Epoch 00732: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7120 - val_loss: 0.0027 - val_acc: 0.6986 Epoch 734/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7109Epoch 00733: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7120 - val_loss: 0.0027 - val_acc: 0.7009 Epoch 735/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7157Epoch 00734: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7138 - val_loss: 0.0027 - val_acc: 0.7009 Epoch 736/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7133Epoch 00735: val_loss improved from 0.00270 to 0.00266, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7109 - val_loss: 0.0027 - val_acc: 0.7009 Epoch 737/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7085Epoch 00736: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7079 - val_loss: 0.0027 - val_acc: 0.7009 Epoch 738/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7091Epoch 00737: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7103 - val_loss: 0.0027 - val_acc: 0.6986 Epoch 739/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7109Epoch 00738: val_loss improved from 0.00266 to 0.00264, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7097 - val_loss: 0.0026 - val_acc: 0.7009 Epoch 740/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7097Epoch 00739: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7091 - val_loss: 0.0027 - val_acc: 0.7009 Epoch 741/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7037Epoch 00740: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7044 - val_loss: 0.0027 - val_acc: 0.7009 Epoch 742/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7127Epoch 00741: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7126 - val_loss: 0.0027 - val_acc: 0.6986 Epoch 743/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7109Epoch 00742: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7144 - val_loss: 0.0027 - val_acc: 0.7009 Epoch 744/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7073Epoch 00743: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7091 - val_loss: 0.0027 - val_acc: 0.7009 Epoch 745/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7091Epoch 00744: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7079 - val_loss: 0.0027 - val_acc: 0.7009 Epoch 746/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7073Epoch 00745: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7062 - val_loss: 0.0027 - val_acc: 0.6986 Epoch 747/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7109Epoch 00746: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7138 - val_loss: 0.0027 - val_acc: 0.6986 Epoch 748/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7115Epoch 00747: val_loss improved from 0.00264 to 0.00261, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7150 - val_loss: 0.0026 - val_acc: 0.7009 Epoch 749/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7079Epoch 00748: val_loss improved from 0.00261 to 0.00260, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7091 - val_loss: 0.0026 - val_acc: 0.6986 Epoch 750/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7103Epoch 00749: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7091 - val_loss: 0.0026 - val_acc: 0.6986 Epoch 751/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7145Epoch 00750: val_loss improved from 0.00260 to 0.00258, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7138 - val_loss: 0.0026 - val_acc: 0.7009 Epoch 752/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7139Epoch 00751: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7144 - val_loss: 0.0027 - val_acc: 0.6963 Epoch 753/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7109Epoch 00752: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7120 - val_loss: 0.0027 - val_acc: 0.6986 Epoch 754/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7121Epoch 00753: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7097 - val_loss: 0.0027 - val_acc: 0.6986 Epoch 755/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7145Epoch 00754: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7126 - val_loss: 0.0026 - val_acc: 0.7009 Epoch 756/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7115Epoch 00755: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7126 - val_loss: 0.0026 - val_acc: 0.7009 Epoch 757/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7145Epoch 00756: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7144 - val_loss: 0.0026 - val_acc: 0.7009 Epoch 758/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7109Epoch 00757: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7114 - val_loss: 0.0026 - val_acc: 0.6986 Epoch 759/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7145Epoch 00758: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7132 - val_loss: 0.0026 - val_acc: 0.6986 Epoch 760/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7067Epoch 00759: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7103 - val_loss: 0.0026 - val_acc: 0.6986 Epoch 761/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7145Epoch 00760: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7161 - val_loss: 0.0026 - val_acc: 0.6986 Epoch 762/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7133Epoch 00761: val_loss improved from 0.00258 to 0.00258, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7132 - val_loss: 0.0026 - val_acc: 0.6986 Epoch 763/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7085Epoch 00762: val_loss improved from 0.00258 to 0.00255, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7079 - val_loss: 0.0025 - val_acc: 0.6986 Epoch 764/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7085Epoch 00763: val_loss improved from 0.00255 to 0.00254, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7103 - val_loss: 0.0025 - val_acc: 0.6986 Epoch 765/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7043Epoch 00764: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7044 - val_loss: 0.0026 - val_acc: 0.6986 Epoch 766/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7097Epoch 00765: val_loss improved from 0.00254 to 0.00251, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7109 - val_loss: 0.0025 - val_acc: 0.7009 Epoch 767/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7103Epoch 00766: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7109 - val_loss: 0.0025 - val_acc: 0.7009 Epoch 768/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7085Epoch 00767: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7109 - val_loss: 0.0025 - val_acc: 0.6963 Epoch 769/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7109Epoch 00768: val_loss improved from 0.00251 to 0.00251, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7079 - val_loss: 0.0025 - val_acc: 0.6963 Epoch 770/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7115Epoch 00769: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7126 - val_loss: 0.0025 - val_acc: 0.6986 Epoch 771/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7061Epoch 00770: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7068 - val_loss: 0.0026 - val_acc: 0.6963 Epoch 772/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7133Epoch 00771: val_loss improved from 0.00251 to 0.00249, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7132 - val_loss: 0.0025 - val_acc: 0.6963 Epoch 773/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7097Epoch 00772: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7103 - val_loss: 0.0025 - val_acc: 0.6986 Epoch 774/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7109Epoch 00773: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7097 - val_loss: 0.0025 - val_acc: 0.6986 Epoch 775/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7169Epoch 00774: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7126 - val_loss: 0.0025 - val_acc: 0.6963 Epoch 776/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0024 - acc: 0.7151Epoch 00775: val_loss improved from 0.00249 to 0.00248, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7120 - val_loss: 0.0025 - val_acc: 0.6963 Epoch 777/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7163Epoch 00776: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7144 - val_loss: 0.0025 - val_acc: 0.6963 Epoch 778/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7181Epoch 00777: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7155 - val_loss: 0.0025 - val_acc: 0.6986 Epoch 779/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0024 - acc: 0.7139Epoch 00778: val_loss improved from 0.00248 to 0.00248, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7161 - val_loss: 0.0025 - val_acc: 0.6986 Epoch 780/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0024 - acc: 0.7175Epoch 00779: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7132 - val_loss: 0.0025 - val_acc: 0.6986 Epoch 781/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0024 - acc: 0.7121Epoch 00780: val_loss improved from 0.00248 to 0.00246, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7091 - val_loss: 0.0025 - val_acc: 0.7009 Epoch 782/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0024 - acc: 0.7151Epoch 00781: val_loss improved from 0.00246 to 0.00246, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7155 - val_loss: 0.0025 - val_acc: 0.7009 Epoch 783/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0024 - acc: 0.7133Epoch 00782: val_loss improved from 0.00246 to 0.00246, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7138 - val_loss: 0.0025 - val_acc: 0.6986 Epoch 784/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0024 - acc: 0.7073Epoch 00783: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7126 - val_loss: 0.0025 - val_acc: 0.6986 Epoch 785/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0024 - acc: 0.7079Epoch 00784: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7079 - val_loss: 0.0025 - val_acc: 0.6986 Epoch 786/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0024 - acc: 0.7145Epoch 00785: val_loss improved from 0.00246 to 0.00242, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7114 - val_loss: 0.0024 - val_acc: 0.6986 Epoch 787/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0024 - acc: 0.7194Epoch 00786: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7190 - val_loss: 0.0025 - val_acc: 0.6963 Epoch 788/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0024 - acc: 0.7085Epoch 00787: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7109 - val_loss: 0.0025 - val_acc: 0.6986 Epoch 789/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0024 - acc: 0.7067Epoch 00788: val_loss improved from 0.00242 to 0.00242, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7068 - val_loss: 0.0024 - val_acc: 0.6963 Epoch 790/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0024 - acc: 0.7079Epoch 00789: val_loss improved from 0.00242 to 0.00242, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7114 - val_loss: 0.0024 - val_acc: 0.6963 Epoch 791/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0024 - acc: 0.7127Epoch 00790: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7120 - val_loss: 0.0025 - val_acc: 0.7009 Epoch 792/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0024 - acc: 0.7109Epoch 00791: val_loss improved from 0.00242 to 0.00239, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7126 - val_loss: 0.0024 - val_acc: 0.6963 Epoch 793/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0024 - acc: 0.7151Epoch 00792: val_loss improved from 0.00239 to 0.00238, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7161 - val_loss: 0.0024 - val_acc: 0.6986 Epoch 794/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7145Epoch 00793: val_loss improved from 0.00238 to 0.00237, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7114 - val_loss: 0.0024 - val_acc: 0.6963 Epoch 795/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0024 - acc: 0.7188Epoch 00794: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7161 - val_loss: 0.0024 - val_acc: 0.6986 Epoch 796/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0024 - acc: 0.7025Epoch 00795: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7039 - val_loss: 0.0025 - val_acc: 0.7009 Epoch 797/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7139Epoch 00796: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7120 - val_loss: 0.0024 - val_acc: 0.7033 Epoch 798/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7175Epoch 00797: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7167 - val_loss: 0.0024 - val_acc: 0.6963 Epoch 799/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0024 - acc: 0.7151Epoch 00798: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7155 - val_loss: 0.0024 - val_acc: 0.6963 Epoch 800/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7169Epoch 00799: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7179 - val_loss: 0.0024 - val_acc: 0.6986 Epoch 801/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7188Epoch 00800: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7173 - val_loss: 0.0024 - val_acc: 0.6986 Epoch 802/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7188Epoch 00801: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7185 - val_loss: 0.0024 - val_acc: 0.7009 Epoch 803/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7097Epoch 00802: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7114 - val_loss: 0.0024 - val_acc: 0.6986 Epoch 804/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7127Epoch 00803: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7126 - val_loss: 0.0024 - val_acc: 0.7009 Epoch 805/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7175Epoch 00804: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7185 - val_loss: 0.0024 - val_acc: 0.6986 Epoch 806/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7157Epoch 00805: val_loss improved from 0.00237 to 0.00235, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7167 - val_loss: 0.0023 - val_acc: 0.7009 Epoch 807/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7115Epoch 00806: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7114 - val_loss: 0.0024 - val_acc: 0.6963 Epoch 808/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7109Epoch 00807: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7138 - val_loss: 0.0024 - val_acc: 0.6986 Epoch 809/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7163Epoch 00808: val_loss improved from 0.00235 to 0.00234, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7138 - val_loss: 0.0023 - val_acc: 0.7009 Epoch 810/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7109Epoch 00809: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7109 - val_loss: 0.0024 - val_acc: 0.6986 Epoch 811/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7169Epoch 00810: val_loss improved from 0.00234 to 0.00232, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7144 - val_loss: 0.0023 - val_acc: 0.6963 Epoch 812/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7127Epoch 00811: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7132 - val_loss: 0.0024 - val_acc: 0.7009 Epoch 813/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7103Epoch 00812: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7126 - val_loss: 0.0023 - val_acc: 0.7033 Epoch 814/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7109Epoch 00813: val_loss improved from 0.00232 to 0.00231, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7103 - val_loss: 0.0023 - val_acc: 0.6963 Epoch 815/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7145Epoch 00814: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7161 - val_loss: 0.0023 - val_acc: 0.6986 Epoch 816/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7181Epoch 00815: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7173 - val_loss: 0.0023 - val_acc: 0.7009 Epoch 817/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7145Epoch 00816: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7144 - val_loss: 0.0023 - val_acc: 0.6986 Epoch 818/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7157Epoch 00817: val_loss improved from 0.00231 to 0.00229, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7155 - val_loss: 0.0023 - val_acc: 0.6963 Epoch 819/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7157Epoch 00818: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7161 - val_loss: 0.0024 - val_acc: 0.7079 Epoch 820/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7181Epoch 00819: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7161 - val_loss: 0.0023 - val_acc: 0.6986 Epoch 821/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7169Epoch 00820: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7173 - val_loss: 0.0023 - val_acc: 0.6986 Epoch 822/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7097Epoch 00821: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7103 - val_loss: 0.0023 - val_acc: 0.7033 Epoch 823/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7175Epoch 00822: val_loss improved from 0.00229 to 0.00227, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7179 - val_loss: 0.0023 - val_acc: 0.6963 Epoch 824/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7181Epoch 00823: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7196 - val_loss: 0.0023 - val_acc: 0.6986 Epoch 825/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7169Epoch 00824: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7185 - val_loss: 0.0023 - val_acc: 0.7009 Epoch 826/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7181Epoch 00825: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7190 - val_loss: 0.0023 - val_acc: 0.6986 Epoch 827/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7139Epoch 00826: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7138 - val_loss: 0.0023 - val_acc: 0.7056 Epoch 828/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7145Epoch 00827: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7138 - val_loss: 0.0023 - val_acc: 0.7009 Epoch 829/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7091Epoch 00828: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7120 - val_loss: 0.0023 - val_acc: 0.6986 Epoch 830/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7151Epoch 00829: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7161 - val_loss: 0.0023 - val_acc: 0.7033 Epoch 831/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7139Epoch 00830: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7138 - val_loss: 0.0023 - val_acc: 0.6963 Epoch 832/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7175Epoch 00831: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7185 - val_loss: 0.0023 - val_acc: 0.7033 Epoch 833/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7109Epoch 00832: val_loss improved from 0.00227 to 0.00226, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7109 - val_loss: 0.0023 - val_acc: 0.6986 Epoch 834/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7163Epoch 00833: val_loss improved from 0.00226 to 0.00224, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7161 - val_loss: 0.0022 - val_acc: 0.7033 Epoch 835/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7194Epoch 00834: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7190 - val_loss: 0.0023 - val_acc: 0.6986 Epoch 836/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7218Epoch 00835: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7225 - val_loss: 0.0023 - val_acc: 0.7009 Epoch 837/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7139Epoch 00836: val_loss improved from 0.00224 to 0.00223, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7150 - val_loss: 0.0022 - val_acc: 0.6986 Epoch 838/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7109Epoch 00837: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7150 - val_loss: 0.0023 - val_acc: 0.7056 Epoch 839/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7181Epoch 00838: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7161 - val_loss: 0.0023 - val_acc: 0.7033 Epoch 840/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7145Epoch 00839: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7144 - val_loss: 0.0022 - val_acc: 0.7033 Epoch 841/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7200Epoch 00840: val_loss improved from 0.00223 to 0.00221, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7179 - val_loss: 0.0022 - val_acc: 0.6986 Epoch 842/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7169Epoch 00841: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7161 - val_loss: 0.0022 - val_acc: 0.6963 Epoch 843/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7121Epoch 00842: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7144 - val_loss: 0.0023 - val_acc: 0.7103 Epoch 844/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7145Epoch 00843: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7161 - val_loss: 0.0022 - val_acc: 0.7056 Epoch 845/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7218Epoch 00844: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7185 - val_loss: 0.0022 - val_acc: 0.7009 Epoch 846/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7151Epoch 00845: val_loss improved from 0.00221 to 0.00221, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7155 - val_loss: 0.0022 - val_acc: 0.7009 Epoch 847/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7218Epoch 00846: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7214 - val_loss: 0.0023 - val_acc: 0.7056 Epoch 848/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7091Epoch 00847: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7091 - val_loss: 0.0022 - val_acc: 0.7033 Epoch 849/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7206Epoch 00848: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7179 - val_loss: 0.0022 - val_acc: 0.7103 Epoch 850/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7133Epoch 00849: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7161 - val_loss: 0.0022 - val_acc: 0.7079 Epoch 851/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7163Epoch 00850: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7161 - val_loss: 0.0022 - val_acc: 0.7103 Epoch 852/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7169Epoch 00851: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7173 - val_loss: 0.0022 - val_acc: 0.7056 Epoch 853/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7055Epoch 00852: val_loss improved from 0.00221 to 0.00219, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7068 - val_loss: 0.0022 - val_acc: 0.7009 Epoch 854/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7139Epoch 00853: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7144 - val_loss: 0.0022 - val_acc: 0.7103 Epoch 855/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7127Epoch 00854: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7144 - val_loss: 0.0022 - val_acc: 0.7079 Epoch 856/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7121Epoch 00855: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7132 - val_loss: 0.0022 - val_acc: 0.7056 Epoch 857/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7169Epoch 00856: val_loss improved from 0.00219 to 0.00217, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7150 - val_loss: 0.0022 - val_acc: 0.7033 Epoch 858/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7175Epoch 00857: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7185 - val_loss: 0.0022 - val_acc: 0.7126 Epoch 859/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7091Epoch 00858: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7144 - val_loss: 0.0022 - val_acc: 0.7103 Epoch 860/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7175Epoch 00859: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7202 - val_loss: 0.0022 - val_acc: 0.7056 Epoch 861/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7188Epoch 00860: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7155 - val_loss: 0.0022 - val_acc: 0.7126 Epoch 862/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7085Epoch 00861: val_loss improved from 0.00217 to 0.00215, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7097 - val_loss: 0.0021 - val_acc: 0.7079 Epoch 863/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7224Epoch 00862: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7185 - val_loss: 0.0022 - val_acc: 0.7126 Epoch 864/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7188Epoch 00863: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7161 - val_loss: 0.0022 - val_acc: 0.7126 Epoch 865/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7242Epoch 00864: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7214 - val_loss: 0.0022 - val_acc: 0.7126 Epoch 866/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7284Epoch 00865: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7255 - val_loss: 0.0022 - val_acc: 0.7103 Epoch 867/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7121Epoch 00866: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7138 - val_loss: 0.0022 - val_acc: 0.7009 Epoch 868/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7115Epoch 00867: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7109 - val_loss: 0.0022 - val_acc: 0.7150 Epoch 869/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7181Epoch 00868: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7179 - val_loss: 0.0021 - val_acc: 0.7033 Epoch 870/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7175Epoch 00869: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7150 - val_loss: 0.0022 - val_acc: 0.7103 Epoch 871/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7175Epoch 00870: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7150 - val_loss: 0.0022 - val_acc: 0.7103 Epoch 872/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7188Epoch 00871: val_loss improved from 0.00215 to 0.00214, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7185 - val_loss: 0.0021 - val_acc: 0.7103 Epoch 873/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7218Epoch 00872: val_loss improved from 0.00214 to 0.00211, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7179 - val_loss: 0.0021 - val_acc: 0.7079 Epoch 874/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7224Epoch 00873: val_loss improved from 0.00211 to 0.00210, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7214 - val_loss: 0.0021 - val_acc: 0.7079 Epoch 875/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7157Epoch 00874: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7190 - val_loss: 0.0021 - val_acc: 0.7103 Epoch 876/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7200Epoch 00875: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7196 - val_loss: 0.0022 - val_acc: 0.7126 Epoch 877/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7218Epoch 00876: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7220 - val_loss: 0.0022 - val_acc: 0.7150 Epoch 878/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7188Epoch 00877: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7202 - val_loss: 0.0021 - val_acc: 0.7126 Epoch 879/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7115Epoch 00878: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7091 - val_loss: 0.0022 - val_acc: 0.7126 Epoch 880/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7109Epoch 00879: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7132 - val_loss: 0.0021 - val_acc: 0.7150 Epoch 881/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7194Epoch 00880: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7196 - val_loss: 0.0021 - val_acc: 0.7126 Epoch 882/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7127Epoch 00881: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7144 - val_loss: 0.0021 - val_acc: 0.7150 Epoch 883/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7085Epoch 00882: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7132 - val_loss: 0.0021 - val_acc: 0.7150 Epoch 884/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7200Epoch 00883: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7196 - val_loss: 0.0021 - val_acc: 0.7103 Epoch 885/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7091Epoch 00884: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7103 - val_loss: 0.0021 - val_acc: 0.7126 Epoch 886/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7236Epoch 00885: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7243 - val_loss: 0.0021 - val_acc: 0.7150 Epoch 887/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7133Epoch 00886: val_loss improved from 0.00210 to 0.00207, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7138 - val_loss: 0.0021 - val_acc: 0.7103 Epoch 888/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7163Epoch 00887: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7144 - val_loss: 0.0021 - val_acc: 0.7103 Epoch 889/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7145Epoch 00888: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7161 - val_loss: 0.0021 - val_acc: 0.7150 Epoch 890/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7169Epoch 00889: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7185 - val_loss: 0.0021 - val_acc: 0.7150 Epoch 891/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7188Epoch 00890: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7167 - val_loss: 0.0021 - val_acc: 0.7150 Epoch 892/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7260Epoch 00891: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7231 - val_loss: 0.0021 - val_acc: 0.7126 Epoch 893/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7200Epoch 00892: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7202 - val_loss: 0.0021 - val_acc: 0.7150 Epoch 894/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7236Epoch 00893: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7225 - val_loss: 0.0021 - val_acc: 0.7126 Epoch 895/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7200Epoch 00894: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7220 - val_loss: 0.0021 - val_acc: 0.7150 Epoch 896/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7230Epoch 00895: val_loss improved from 0.00207 to 0.00206, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7231 - val_loss: 0.0021 - val_acc: 0.7103 Epoch 897/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7212Epoch 00896: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7196 - val_loss: 0.0021 - val_acc: 0.7126 Epoch 898/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7169Epoch 00897: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7185 - val_loss: 0.0021 - val_acc: 0.7150 Epoch 899/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7212Epoch 00898: val_loss improved from 0.00206 to 0.00205, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7225 - val_loss: 0.0021 - val_acc: 0.7103 Epoch 900/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7260Epoch 00899: val_loss improved from 0.00205 to 0.00204, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7220 - val_loss: 0.0020 - val_acc: 0.7103 Epoch 901/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7181Epoch 00900: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7179 - val_loss: 0.0021 - val_acc: 0.7150 Epoch 902/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7181Epoch 00901: val_loss improved from 0.00204 to 0.00204, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7190 - val_loss: 0.0020 - val_acc: 0.7103 Epoch 903/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7206Epoch 00902: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7185 - val_loss: 0.0021 - val_acc: 0.7150 Epoch 904/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7175Epoch 00903: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7196 - val_loss: 0.0021 - val_acc: 0.7150 Epoch 905/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7224Epoch 00904: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7237 - val_loss: 0.0021 - val_acc: 0.7126 Epoch 906/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7212Epoch 00905: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7220 - val_loss: 0.0020 - val_acc: 0.7150 Epoch 907/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7248Epoch 00906: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7249 - val_loss: 0.0021 - val_acc: 0.7150 Epoch 908/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7200Epoch 00907: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7220 - val_loss: 0.0021 - val_acc: 0.7126 Epoch 909/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7200Epoch 00908: val_loss improved from 0.00204 to 0.00202, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7208 - val_loss: 0.0020 - val_acc: 0.7126 Epoch 910/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7218Epoch 00909: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7202 - val_loss: 0.0020 - val_acc: 0.7126 Epoch 911/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7236Epoch 00910: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7214 - val_loss: 0.0021 - val_acc: 0.7126 Epoch 912/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7139Epoch 00911: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7144 - val_loss: 0.0020 - val_acc: 0.7150 Epoch 913/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7194Epoch 00912: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7196 - val_loss: 0.0021 - val_acc: 0.7126 Epoch 914/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7230Epoch 00913: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7249 - val_loss: 0.0020 - val_acc: 0.7150 Epoch 915/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7230Epoch 00914: val_loss improved from 0.00202 to 0.00201, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7214 - val_loss: 0.0020 - val_acc: 0.7173 Epoch 916/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7188Epoch 00915: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7190 - val_loss: 0.0020 - val_acc: 0.7103 Epoch 917/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7175Epoch 00916: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7155 - val_loss: 0.0020 - val_acc: 0.7150 Epoch 918/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7200Epoch 00917: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7208 - val_loss: 0.0020 - val_acc: 0.7150 Epoch 919/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7175Epoch 00918: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7185 - val_loss: 0.0021 - val_acc: 0.7173 Epoch 920/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7212Epoch 00919: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7231 - val_loss: 0.0021 - val_acc: 0.7173 Epoch 921/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7296Epoch 00920: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7284 - val_loss: 0.0021 - val_acc: 0.7173 Epoch 922/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7224Epoch 00921: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7231 - val_loss: 0.0020 - val_acc: 0.7173 Epoch 923/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7224Epoch 00922: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7208 - val_loss: 0.0020 - val_acc: 0.7150 Epoch 924/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7188Epoch 00923: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7144 - val_loss: 0.0020 - val_acc: 0.7150 Epoch 925/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7200Epoch 00924: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7196 - val_loss: 0.0020 - val_acc: 0.7126 Epoch 926/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7266Epoch 00925: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7261 - val_loss: 0.0021 - val_acc: 0.7173 Epoch 927/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7260Epoch 00926: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7243 - val_loss: 0.0020 - val_acc: 0.7196 Epoch 928/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7194Epoch 00927: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7208 - val_loss: 0.0021 - val_acc: 0.7173 Epoch 929/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7266Epoch 00928: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7296 - val_loss: 0.0020 - val_acc: 0.7173 Epoch 930/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7218Epoch 00929: val_loss improved from 0.00201 to 0.00199, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7243 - val_loss: 0.0020 - val_acc: 0.7150 Epoch 931/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7248Epoch 00930: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7237 - val_loss: 0.0020 - val_acc: 0.7150 Epoch 932/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7248Epoch 00931: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7249 - val_loss: 0.0020 - val_acc: 0.7173 Epoch 933/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7260Epoch 00932: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7237 - val_loss: 0.0021 - val_acc: 0.7173 Epoch 934/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7260Epoch 00933: val_loss improved from 0.00199 to 0.00198, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7284 - val_loss: 0.0020 - val_acc: 0.7173 Epoch 935/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7169Epoch 00934: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7185 - val_loss: 0.0021 - val_acc: 0.7196 Epoch 936/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7248Epoch 00935: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7237 - val_loss: 0.0020 - val_acc: 0.7173 Epoch 937/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7290Epoch 00936: val_loss improved from 0.00198 to 0.00198, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7261 - val_loss: 0.0020 - val_acc: 0.7196 Epoch 938/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7248Epoch 00937: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7237 - val_loss: 0.0020 - val_acc: 0.7196 Epoch 939/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7206Epoch 00938: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7231 - val_loss: 0.0020 - val_acc: 0.7173 Epoch 940/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7254Epoch 00939: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7214 - val_loss: 0.0021 - val_acc: 0.7196 Epoch 941/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7254Epoch 00940: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7220 - val_loss: 0.0020 - val_acc: 0.7173 Epoch 942/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7266Epoch 00941: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7243 - val_loss: 0.0020 - val_acc: 0.7173 Epoch 943/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7260Epoch 00942: val_loss improved from 0.00198 to 0.00197, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7272 - val_loss: 0.0020 - val_acc: 0.7173 Epoch 944/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7212Epoch 00943: val_loss improved from 0.00197 to 0.00196, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7231 - val_loss: 0.0020 - val_acc: 0.7150 Epoch 945/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7254Epoch 00944: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7261 - val_loss: 0.0020 - val_acc: 0.7150 Epoch 946/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7163Epoch 00945: val_loss improved from 0.00196 to 0.00196, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7150 - val_loss: 0.0020 - val_acc: 0.7196 Epoch 947/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7278Epoch 00946: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7284 - val_loss: 0.0020 - val_acc: 0.7173 Epoch 948/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7242Epoch 00947: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7237 - val_loss: 0.0020 - val_acc: 0.7196 Epoch 949/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7260Epoch 00948: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7249 - val_loss: 0.0020 - val_acc: 0.7150 Epoch 950/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7272Epoch 00949: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7266 - val_loss: 0.0020 - val_acc: 0.7150 Epoch 951/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7181Epoch 00950: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7167 - val_loss: 0.0020 - val_acc: 0.7196 Epoch 952/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7248Epoch 00951: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7220 - val_loss: 0.0020 - val_acc: 0.7220 Epoch 953/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7308Epoch 00952: val_loss improved from 0.00196 to 0.00196, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7301 - val_loss: 0.0020 - val_acc: 0.7150 Epoch 954/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7236Epoch 00953: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7225 - val_loss: 0.0020 - val_acc: 0.7150 Epoch 955/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7272Epoch 00954: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7255 - val_loss: 0.0020 - val_acc: 0.7150 Epoch 956/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7308Epoch 00955: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7301 - val_loss: 0.0020 - val_acc: 0.7173 Epoch 957/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7212Epoch 00956: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7202 - val_loss: 0.0020 - val_acc: 0.7220 Epoch 958/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7278Epoch 00957: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7266 - val_loss: 0.0020 - val_acc: 0.7173 Epoch 959/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7302Epoch 00958: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7290 - val_loss: 0.0020 - val_acc: 0.7196 Epoch 960/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7266Epoch 00959: val_loss improved from 0.00196 to 0.00195, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7266 - val_loss: 0.0019 - val_acc: 0.7173 Epoch 961/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7218Epoch 00960: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7237 - val_loss: 0.0020 - val_acc: 0.7220 Epoch 962/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7290Epoch 00961: val_loss improved from 0.00195 to 0.00193, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7290 - val_loss: 0.0019 - val_acc: 0.7173 Epoch 963/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7272Epoch 00962: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7266 - val_loss: 0.0020 - val_acc: 0.7173 Epoch 964/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7133Epoch 00963: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7179 - val_loss: 0.0019 - val_acc: 0.7173 Epoch 965/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7266Epoch 00964: val_loss improved from 0.00193 to 0.00193, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7266 - val_loss: 0.0019 - val_acc: 0.7173 Epoch 966/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7218Epoch 00965: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7231 - val_loss: 0.0020 - val_acc: 0.7173 Epoch 967/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7296Epoch 00966: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7307 - val_loss: 0.0019 - val_acc: 0.7196 Epoch 968/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7266Epoch 00967: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7249 - val_loss: 0.0020 - val_acc: 0.7220 Epoch 969/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7272Epoch 00968: val_loss improved from 0.00193 to 0.00193, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7278 - val_loss: 0.0019 - val_acc: 0.7196 Epoch 970/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7266Epoch 00969: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7266 - val_loss: 0.0020 - val_acc: 0.7173 Epoch 971/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7181Epoch 00970: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7208 - val_loss: 0.0020 - val_acc: 0.7196 Epoch 972/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7338Epoch 00971: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7354 - val_loss: 0.0020 - val_acc: 0.7150 Epoch 973/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7194Epoch 00972: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7179 - val_loss: 0.0019 - val_acc: 0.7220 Epoch 974/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7308Epoch 00973: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7278 - val_loss: 0.0020 - val_acc: 0.7173 Epoch 975/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7218Epoch 00974: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7202 - val_loss: 0.0020 - val_acc: 0.7150 Epoch 976/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7302Epoch 00975: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7284 - val_loss: 0.0020 - val_acc: 0.7220 Epoch 977/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7260Epoch 00976: val_loss improved from 0.00193 to 0.00191, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7231 - val_loss: 0.0019 - val_acc: 0.7196 Epoch 978/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7272Epoch 00977: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7266 - val_loss: 0.0019 - val_acc: 0.7196 Epoch 979/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7350Epoch 00978: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7342 - val_loss: 0.0019 - val_acc: 0.7173 Epoch 980/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7236Epoch 00979: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7237 - val_loss: 0.0020 - val_acc: 0.7150 Epoch 981/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7338Epoch 00980: val_loss improved from 0.00191 to 0.00189, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7301 - val_loss: 0.0019 - val_acc: 0.7173 Epoch 982/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7260Epoch 00981: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7272 - val_loss: 0.0019 - val_acc: 0.7220 Epoch 983/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7290Epoch 00982: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7284 - val_loss: 0.0019 - val_acc: 0.7150 Epoch 984/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7290Epoch 00983: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7290 - val_loss: 0.0019 - val_acc: 0.7173 Epoch 985/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7218Epoch 00984: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7214 - val_loss: 0.0020 - val_acc: 0.7173 Epoch 986/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7254Epoch 00985: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7243 - val_loss: 0.0019 - val_acc: 0.7196 Epoch 987/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7290Epoch 00986: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7272 - val_loss: 0.0019 - val_acc: 0.7220 Epoch 988/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7254Epoch 00987: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7255 - val_loss: 0.0020 - val_acc: 0.7173 Epoch 989/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7194Epoch 00988: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7214 - val_loss: 0.0019 - val_acc: 0.7220 Epoch 990/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7278Epoch 00989: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7272 - val_loss: 0.0019 - val_acc: 0.7150 Epoch 991/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7206Epoch 00990: val_loss improved from 0.00189 to 0.00188, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7249 - val_loss: 0.0019 - val_acc: 0.7220 Epoch 992/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7260Epoch 00991: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7296 - val_loss: 0.0019 - val_acc: 0.7220 Epoch 993/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7206Epoch 00992: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7225 - val_loss: 0.0019 - val_acc: 0.7220 Epoch 994/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7230Epoch 00993: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7231 - val_loss: 0.0020 - val_acc: 0.7173 Epoch 995/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7374Epoch 00994: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7354 - val_loss: 0.0019 - val_acc: 0.7220 Epoch 996/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7272Epoch 00995: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7243 - val_loss: 0.0019 - val_acc: 0.7243 Epoch 997/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7266Epoch 00996: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7249 - val_loss: 0.0019 - val_acc: 0.7196 Epoch 998/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7224Epoch 00997: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7231 - val_loss: 0.0019 - val_acc: 0.7220 Epoch 999/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7236Epoch 00998: val_loss improved from 0.00188 to 0.00186, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7261 - val_loss: 0.0019 - val_acc: 0.7243 Epoch 1000/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7338Epoch 00999: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7331 - val_loss: 0.0019 - val_acc: 0.7243 Epoch 1001/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7290Epoch 01000: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7307 - val_loss: 0.0019 - val_acc: 0.7266 Epoch 1002/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7326Epoch 01001: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7331 - val_loss: 0.0019 - val_acc: 0.7266 Epoch 1003/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7206Epoch 01002: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7243 - val_loss: 0.0019 - val_acc: 0.7196 Epoch 1004/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7308Epoch 01003: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7296 - val_loss: 0.0019 - val_acc: 0.7196 Epoch 1005/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7344Epoch 01004: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7307 - val_loss: 0.0020 - val_acc: 0.7196 Epoch 1006/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7242Epoch 01005: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7261 - val_loss: 0.0019 - val_acc: 0.7266 Epoch 1007/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7290Epoch 01006: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7272 - val_loss: 0.0019 - val_acc: 0.7243 Epoch 1008/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7356Epoch 01007: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7348 - val_loss: 0.0019 - val_acc: 0.7243 Epoch 1009/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7224Epoch 01008: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7237 - val_loss: 0.0019 - val_acc: 0.7220 Epoch 1010/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7356Epoch 01009: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7348 - val_loss: 0.0019 - val_acc: 0.7173 Epoch 1011/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7290Epoch 01010: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7313 - val_loss: 0.0019 - val_acc: 0.7196 Epoch 1012/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7284Epoch 01011: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7290 - val_loss: 0.0019 - val_acc: 0.7336 Epoch 1013/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7266Epoch 01012: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7278 - val_loss: 0.0019 - val_acc: 0.7243 Epoch 1014/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7314Epoch 01013: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7307 - val_loss: 0.0019 - val_acc: 0.7266 Epoch 1015/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7404Epoch 01014: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7395 - val_loss: 0.0019 - val_acc: 0.7266 Epoch 1016/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7368Epoch 01015: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7366 - val_loss: 0.0019 - val_acc: 0.7243 Epoch 1017/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7290Epoch 01016: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7296 - val_loss: 0.0019 - val_acc: 0.7243 Epoch 1018/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7314Epoch 01017: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7290 - val_loss: 0.0019 - val_acc: 0.7266 Epoch 1019/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7332Epoch 01018: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7360 - val_loss: 0.0019 - val_acc: 0.7266 Epoch 1020/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7272Epoch 01019: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7284 - val_loss: 0.0019 - val_acc: 0.7266 Epoch 1021/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7326Epoch 01020: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7319 - val_loss: 0.0019 - val_acc: 0.7243 Epoch 1022/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7284Epoch 01021: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7278 - val_loss: 0.0019 - val_acc: 0.7220 Epoch 1023/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7296Epoch 01022: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7307 - val_loss: 0.0019 - val_acc: 0.7290 Epoch 1024/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7338Epoch 01023: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7331 - val_loss: 0.0019 - val_acc: 0.7266 Epoch 1025/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7290Epoch 01024: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7296 - val_loss: 0.0019 - val_acc: 0.7313 Epoch 1026/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7302Epoch 01025: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7296 - val_loss: 0.0019 - val_acc: 0.7290 Epoch 1027/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7374Epoch 01026: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7342 - val_loss: 0.0019 - val_acc: 0.7266 Epoch 1028/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7362Epoch 01027: val_loss improved from 0.00186 to 0.00184, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7331 - val_loss: 0.0018 - val_acc: 0.7290 Epoch 1029/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7296Epoch 01028: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7301 - val_loss: 0.0019 - val_acc: 0.7266 Epoch 1030/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7344Epoch 01029: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7336 - val_loss: 0.0019 - val_acc: 0.7196 Epoch 1031/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7374Epoch 01030: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7383 - val_loss: 0.0019 - val_acc: 0.7266 Epoch 1032/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7356Epoch 01031: val_loss improved from 0.00184 to 0.00184, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7371 - val_loss: 0.0018 - val_acc: 0.7290 Epoch 1033/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7266Epoch 01032: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7255 - val_loss: 0.0019 - val_acc: 0.7266 Epoch 1034/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7356Epoch 01033: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7371 - val_loss: 0.0018 - val_acc: 0.7290 Epoch 1035/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7452Epoch 01034: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7459 - val_loss: 0.0019 - val_acc: 0.7243 Epoch 1036/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7386Epoch 01035: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7430 - val_loss: 0.0019 - val_acc: 0.7290 Epoch 1037/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7392Epoch 01036: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7389 - val_loss: 0.0018 - val_acc: 0.7313 Epoch 1038/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7326Epoch 01037: val_loss improved from 0.00184 to 0.00184, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7319 - val_loss: 0.0018 - val_acc: 0.7196 Epoch 1039/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7242Epoch 01038: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7255 - val_loss: 0.0019 - val_acc: 0.7266 Epoch 1040/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7278Epoch 01039: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7255 - val_loss: 0.0019 - val_acc: 0.7290 Epoch 1041/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7356Epoch 01040: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7366 - val_loss: 0.0019 - val_acc: 0.7243 Epoch 1042/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7314Epoch 01041: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7342 - val_loss: 0.0019 - val_acc: 0.7313 Epoch 1043/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7356Epoch 01042: val_loss improved from 0.00184 to 0.00182, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7342 - val_loss: 0.0018 - val_acc: 0.7266 Epoch 1044/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7338Epoch 01043: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7360 - val_loss: 0.0019 - val_acc: 0.7243 Epoch 1045/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7308Epoch 01044: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7301 - val_loss: 0.0018 - val_acc: 0.7243 Epoch 1046/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7326Epoch 01045: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7296 - val_loss: 0.0018 - val_acc: 0.7313 Epoch 1047/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7374Epoch 01046: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7360 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1048/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7266Epoch 01047: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7255 - val_loss: 0.0019 - val_acc: 0.7336 Epoch 1049/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7302Epoch 01048: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7313 - val_loss: 0.0018 - val_acc: 0.7266 Epoch 1050/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7392Epoch 01049: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7389 - val_loss: 0.0018 - val_acc: 0.7290 Epoch 1051/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7272Epoch 01050: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7278 - val_loss: 0.0019 - val_acc: 0.7313 Epoch 1052/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7392Epoch 01051: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7395 - val_loss: 0.0019 - val_acc: 0.7313 Epoch 1053/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7350Epoch 01052: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7348 - val_loss: 0.0019 - val_acc: 0.7220 Epoch 1054/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7344Epoch 01053: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7366 - val_loss: 0.0018 - val_acc: 0.7266 Epoch 1055/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7296Epoch 01054: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7325 - val_loss: 0.0019 - val_acc: 0.7290 Epoch 1056/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7356Epoch 01055: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7348 - val_loss: 0.0019 - val_acc: 0.7266 Epoch 1057/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7368Epoch 01056: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7354 - val_loss: 0.0019 - val_acc: 0.7290 Epoch 1058/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7368Epoch 01057: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7348 - val_loss: 0.0018 - val_acc: 0.7220 Epoch 1059/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7380Epoch 01058: val_loss improved from 0.00182 to 0.00181, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7360 - val_loss: 0.0018 - val_acc: 0.7313 Epoch 1060/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7314Epoch 01059: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7325 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1061/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7332Epoch 01060: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7319 - val_loss: 0.0018 - val_acc: 0.7290 Epoch 1062/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7302Epoch 01061: val_loss improved from 0.00181 to 0.00180, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7296 - val_loss: 0.0018 - val_acc: 0.7290 Epoch 1063/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7278Epoch 01062: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7272 - val_loss: 0.0018 - val_acc: 0.7313 Epoch 1064/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7410Epoch 01063: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7424 - val_loss: 0.0019 - val_acc: 0.7313 Epoch 1065/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7350Epoch 01064: val_loss improved from 0.00180 to 0.00179, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7307 - val_loss: 0.0018 - val_acc: 0.7290 Epoch 1066/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7386Epoch 01065: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7395 - val_loss: 0.0019 - val_acc: 0.7290 Epoch 1067/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7362Epoch 01066: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7342 - val_loss: 0.0019 - val_acc: 0.7243 Epoch 1068/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7464Epoch 01067: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7442 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1069/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7380Epoch 01068: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7383 - val_loss: 0.0018 - val_acc: 0.7290 Epoch 1070/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7428Epoch 01069: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7430 - val_loss: 0.0019 - val_acc: 0.7313 Epoch 1071/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7344Epoch 01070: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7354 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1072/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7356Epoch 01071: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7354 - val_loss: 0.0019 - val_acc: 0.7290 Epoch 1073/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7248Epoch 01072: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7284 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1074/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7272Epoch 01073: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7278 - val_loss: 0.0018 - val_acc: 0.7290 Epoch 1075/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7374Epoch 01074: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7407 - val_loss: 0.0018 - val_acc: 0.7313 Epoch 1076/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7422Epoch 01075: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7395 - val_loss: 0.0018 - val_acc: 0.7313 Epoch 1077/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7458Epoch 01076: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7442 - val_loss: 0.0018 - val_acc: 0.7313 Epoch 1078/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7380Epoch 01077: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7395 - val_loss: 0.0018 - val_acc: 0.7360 Epoch 1079/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7320Epoch 01078: val_loss improved from 0.00179 to 0.00179, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7325 - val_loss: 0.0018 - val_acc: 0.7313 Epoch 1080/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7314Epoch 01079: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7336 - val_loss: 0.0018 - val_acc: 0.7266 Epoch 1081/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7392Epoch 01080: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7383 - val_loss: 0.0018 - val_acc: 0.7313 Epoch 1082/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7386Epoch 01081: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7395 - val_loss: 0.0018 - val_acc: 0.7290 Epoch 1083/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7326Epoch 01082: val_loss improved from 0.00179 to 0.00179, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7319 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1084/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7362Epoch 01083: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7383 - val_loss: 0.0018 - val_acc: 0.7266 Epoch 1085/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7278Epoch 01084: val_loss improved from 0.00179 to 0.00179, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7296 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1086/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7332Epoch 01085: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7331 - val_loss: 0.0018 - val_acc: 0.7360 Epoch 1087/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7404Epoch 01086: val_loss improved from 0.00179 to 0.00178, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7418 - val_loss: 0.0018 - val_acc: 0.7313 Epoch 1088/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7368Epoch 01087: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7371 - val_loss: 0.0018 - val_acc: 0.7290 Epoch 1089/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7338Epoch 01088: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7331 - val_loss: 0.0018 - val_acc: 0.7360 Epoch 1090/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7404Epoch 01089: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7401 - val_loss: 0.0018 - val_acc: 0.7290 Epoch 1091/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7446Epoch 01090: val_loss improved from 0.00178 to 0.00177, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7430 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1092/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7422Epoch 01091: val_loss improved from 0.00177 to 0.00177, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7424 - val_loss: 0.0018 - val_acc: 0.7313 Epoch 1093/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7362Epoch 01092: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7366 - val_loss: 0.0018 - val_acc: 0.7360 Epoch 1094/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7398Epoch 01093: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7395 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1095/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7380Epoch 01094: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7383 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1096/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7398Epoch 01095: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7395 - val_loss: 0.0018 - val_acc: 0.7313 Epoch 1097/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7362Epoch 01096: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7360 - val_loss: 0.0018 - val_acc: 0.7290 Epoch 1098/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7374Epoch 01097: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7401 - val_loss: 0.0019 - val_acc: 0.7360 Epoch 1099/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7422Epoch 01098: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7418 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1100/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7440Epoch 01099: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7424 - val_loss: 0.0018 - val_acc: 0.7313 Epoch 1101/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7410Epoch 01100: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7389 - val_loss: 0.0018 - val_acc: 0.7360 Epoch 1102/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7350Epoch 01101: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7342 - val_loss: 0.0018 - val_acc: 0.7290 Epoch 1103/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7434Epoch 01102: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7401 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1104/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7500Epoch 01103: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7477 - val_loss: 0.0018 - val_acc: 0.7266 Epoch 1105/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7380Epoch 01104: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7395 - val_loss: 0.0018 - val_acc: 0.7313 Epoch 1106/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7362Epoch 01105: val_loss improved from 0.00177 to 0.00176, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7377 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1107/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7494Epoch 01106: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7488 - val_loss: 0.0018 - val_acc: 0.7313 Epoch 1108/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7368Epoch 01107: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7383 - val_loss: 0.0018 - val_acc: 0.7313 Epoch 1109/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7332Epoch 01108: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7307 - val_loss: 0.0018 - val_acc: 0.7266 Epoch 1110/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7374Epoch 01109: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7354 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1111/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7410Epoch 01110: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7436 - val_loss: 0.0018 - val_acc: 0.7266 Epoch 1112/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7416Epoch 01111: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7442 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1113/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7380Epoch 01112: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7360 - val_loss: 0.0019 - val_acc: 0.7360 Epoch 1114/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7500Epoch 01113: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7529 - val_loss: 0.0018 - val_acc: 0.7313 Epoch 1115/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7458Epoch 01114: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7477 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1116/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7440Epoch 01115: val_loss improved from 0.00176 to 0.00175, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7436 - val_loss: 0.0018 - val_acc: 0.7290 Epoch 1117/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7458Epoch 01116: val_loss improved from 0.00175 to 0.00174, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7465 - val_loss: 0.0017 - val_acc: 0.7313 Epoch 1118/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7476Epoch 01117: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7488 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1119/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7488Epoch 01118: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7488 - val_loss: 0.0018 - val_acc: 0.7290 Epoch 1120/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7416Epoch 01119: val_loss improved from 0.00174 to 0.00174, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7412 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1121/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7452Epoch 01120: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7459 - val_loss: 0.0018 - val_acc: 0.7290 Epoch 1122/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7422Epoch 01121: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7424 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1123/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7446Epoch 01122: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7453 - val_loss: 0.0018 - val_acc: 0.7266 Epoch 1124/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7380Epoch 01123: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7407 - val_loss: 0.0018 - val_acc: 0.7290 Epoch 1125/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7392Epoch 01124: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7407 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1126/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7374Epoch 01125: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7354 - val_loss: 0.0018 - val_acc: 0.7313 Epoch 1127/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7398Epoch 01126: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7430 - val_loss: 0.0018 - val_acc: 0.7290 Epoch 1128/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7428Epoch 01127: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7442 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1129/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7404Epoch 01128: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7395 - val_loss: 0.0018 - val_acc: 0.7290 Epoch 1130/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7554Epoch 01129: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7553 - val_loss: 0.0018 - val_acc: 0.7313 Epoch 1131/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7398Epoch 01130: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7412 - val_loss: 0.0018 - val_acc: 0.7360 Epoch 1132/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7536Epoch 01131: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7500 - val_loss: 0.0018 - val_acc: 0.7313 Epoch 1133/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7506Epoch 01132: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7488 - val_loss: 0.0018 - val_acc: 0.7383 Epoch 1134/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7410Epoch 01133: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7407 - val_loss: 0.0018 - val_acc: 0.7360 Epoch 1135/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7374Epoch 01134: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7407 - val_loss: 0.0018 - val_acc: 0.7383 Epoch 1136/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7440Epoch 01135: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7407 - val_loss: 0.0018 - val_acc: 0.7407 Epoch 1137/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7464Epoch 01136: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7453 - val_loss: 0.0018 - val_acc: 0.7407 Epoch 1138/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7398Epoch 01137: val_loss improved from 0.00174 to 0.00174, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7412 - val_loss: 0.0017 - val_acc: 0.7336 Epoch 1139/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7458Epoch 01138: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7412 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1140/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7368Epoch 01139: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7371 - val_loss: 0.0018 - val_acc: 0.7360 Epoch 1141/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7470Epoch 01140: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7471 - val_loss: 0.0017 - val_acc: 0.7360 Epoch 1142/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7416Epoch 01141: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7389 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1143/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7542Epoch 01142: val_loss improved from 0.00174 to 0.00173, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7547 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1144/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7494Epoch 01143: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7488 - val_loss: 0.0018 - val_acc: 0.7407 Epoch 1145/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7416Epoch 01144: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7430 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1146/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7416Epoch 01145: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7407 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1147/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7548Epoch 01146: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7541 - val_loss: 0.0017 - val_acc: 0.7336 Epoch 1148/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7470Epoch 01147: val_loss improved from 0.00173 to 0.00172, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7465 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1149/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7428Epoch 01148: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7418 - val_loss: 0.0018 - val_acc: 0.7407 Epoch 1150/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7356Epoch 01149: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7383 - val_loss: 0.0017 - val_acc: 0.7477 Epoch 1151/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7476Epoch 01150: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7506 - val_loss: 0.0018 - val_acc: 0.7407 Epoch 1152/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7470Epoch 01151: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7494 - val_loss: 0.0018 - val_acc: 0.7453 Epoch 1153/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7422Epoch 01152: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7459 - val_loss: 0.0018 - val_acc: 0.7360 Epoch 1154/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7494Epoch 01153: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7494 - val_loss: 0.0018 - val_acc: 0.7477 Epoch 1155/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7506Epoch 01154: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7477 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1156/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7494Epoch 01155: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7500 - val_loss: 0.0018 - val_acc: 0.7383 Epoch 1157/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7464Epoch 01156: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7465 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1158/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7494Epoch 01157: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7488 - val_loss: 0.0018 - val_acc: 0.7430 Epoch 1159/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7518Epoch 01158: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7523 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1160/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7548Epoch 01159: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7535 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1161/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7488Epoch 01160: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7488 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1162/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7398Epoch 01161: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7383 - val_loss: 0.0018 - val_acc: 0.7383 Epoch 1163/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7488Epoch 01162: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7500 - val_loss: 0.0018 - val_acc: 0.7407 Epoch 1164/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7572Epoch 01163: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7553 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1165/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7512Epoch 01164: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7494 - val_loss: 0.0018 - val_acc: 0.7430 Epoch 1166/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7470Epoch 01165: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7494 - val_loss: 0.0018 - val_acc: 0.7360 Epoch 1167/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7530Epoch 01166: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7535 - val_loss: 0.0017 - val_acc: 0.7313 Epoch 1168/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7440Epoch 01167: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7424 - val_loss: 0.0018 - val_acc: 0.7407 Epoch 1169/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7398Epoch 01168: val_loss improved from 0.00172 to 0.00172, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7442 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1170/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7482Epoch 01169: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7494 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1171/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7398Epoch 01170: val_loss improved from 0.00172 to 0.00170, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7407 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1172/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7488Epoch 01171: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7471 - val_loss: 0.0018 - val_acc: 0.7430 Epoch 1173/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7530Epoch 01172: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7535 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1174/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7578Epoch 01173: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7558 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1175/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7350Epoch 01174: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7366 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1176/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7530Epoch 01175: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7547 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1177/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7482Epoch 01176: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7477 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1178/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7512Epoch 01177: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7518 - val_loss: 0.0018 - val_acc: 0.7407 Epoch 1179/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7458Epoch 01178: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7465 - val_loss: 0.0018 - val_acc: 0.7383 Epoch 1180/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7536Epoch 01179: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7558 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1181/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7440Epoch 01180: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7447 - val_loss: 0.0017 - val_acc: 0.7360 Epoch 1182/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7500Epoch 01181: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7512 - val_loss: 0.0018 - val_acc: 0.7407 Epoch 1183/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7512Epoch 01182: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7488 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1184/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7554Epoch 01183: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7547 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1185/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7506Epoch 01184: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7500 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1186/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7572Epoch 01185: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7564 - val_loss: 0.0017 - val_acc: 0.7336 Epoch 1187/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7458Epoch 01186: val_loss improved from 0.00170 to 0.00169, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7459 - val_loss: 0.0017 - val_acc: 0.7360 Epoch 1188/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7524Epoch 01187: val_loss improved from 0.00169 to 0.00169, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7512 - val_loss: 0.0017 - val_acc: 0.7360 Epoch 1189/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7704Epoch 01188: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7675 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1190/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7530Epoch 01189: val_loss improved from 0.00169 to 0.00169, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7541 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1191/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7458Epoch 01190: val_loss improved from 0.00169 to 0.00169, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7447 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1192/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7596Epoch 01191: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7611 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1193/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7512Epoch 01192: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7471 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1194/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7554Epoch 01193: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7547 - val_loss: 0.0017 - val_acc: 0.7360 Epoch 1195/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7554Epoch 01194: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7529 - val_loss: 0.0018 - val_acc: 0.7383 Epoch 1196/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7476Epoch 01195: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7482 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1197/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7386Epoch 01196: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7401 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1198/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7488Epoch 01197: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7488 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1199/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7536Epoch 01198: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7518 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1200/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7590Epoch 01199: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7605 - val_loss: 0.0017 - val_acc: 0.7360 Epoch 1201/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7524Epoch 01200: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7541 - val_loss: 0.0017 - val_acc: 0.7360 Epoch 1202/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7524Epoch 01201: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7529 - val_loss: 0.0017 - val_acc: 0.7360 Epoch 1203/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7530Epoch 01202: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7547 - val_loss: 0.0018 - val_acc: 0.7336 Epoch 1204/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7476Epoch 01203: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7482 - val_loss: 0.0018 - val_acc: 0.7383 Epoch 1205/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7494Epoch 01204: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7494 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1206/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7608Epoch 01205: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7599 - val_loss: 0.0017 - val_acc: 0.7360 Epoch 1207/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7464Epoch 01206: val_loss improved from 0.00169 to 0.00169, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7500 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1208/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7518Epoch 01207: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7570 - val_loss: 0.0017 - val_acc: 0.7336 Epoch 1209/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7464Epoch 01208: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7488 - val_loss: 0.0017 - val_acc: 0.7336 Epoch 1210/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7524Epoch 01209: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7529 - val_loss: 0.0018 - val_acc: 0.7360 Epoch 1211/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7482Epoch 01210: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7482 - val_loss: 0.0017 - val_acc: 0.7336 Epoch 1212/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7548Epoch 01211: val_loss improved from 0.00169 to 0.00167, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7582 - val_loss: 0.0017 - val_acc: 0.7336 Epoch 1213/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7500Epoch 01212: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7523 - val_loss: 0.0017 - val_acc: 0.7360 Epoch 1214/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7608Epoch 01213: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7570 - val_loss: 0.0017 - val_acc: 0.7336 Epoch 1215/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7620Epoch 01214: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7623 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1216/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7386Epoch 01215: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7389 - val_loss: 0.0017 - val_acc: 0.7360 Epoch 1217/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7584Epoch 01216: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7582 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1218/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7554Epoch 01217: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7564 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1219/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7572Epoch 01218: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7593 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1220/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7602Epoch 01219: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7611 - val_loss: 0.0017 - val_acc: 0.7336 Epoch 1221/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7518Epoch 01220: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7500 - val_loss: 0.0017 - val_acc: 0.7290 Epoch 1222/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7572Epoch 01221: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7564 - val_loss: 0.0017 - val_acc: 0.7290 Epoch 1223/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7572Epoch 01222: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7588 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1224/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7536Epoch 01223: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7558 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1225/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7584Epoch 01224: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7558 - val_loss: 0.0017 - val_acc: 0.7313 Epoch 1226/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7596Epoch 01225: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7617 - val_loss: 0.0017 - val_acc: 0.7336 Epoch 1227/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7686Epoch 01226: val_loss improved from 0.00167 to 0.00167, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7664 - val_loss: 0.0017 - val_acc: 0.7313 Epoch 1228/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7554Epoch 01227: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7523 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1229/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7668Epoch 01228: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7669 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1230/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7590Epoch 01229: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7617 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1231/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7524Epoch 01230: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7512 - val_loss: 0.0017 - val_acc: 0.7290 Epoch 1232/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7488Epoch 01231: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7477 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1233/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7656Epoch 01232: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7658 - val_loss: 0.0017 - val_acc: 0.7360 Epoch 1234/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7662Epoch 01233: val_loss improved from 0.00167 to 0.00166, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7658 - val_loss: 0.0017 - val_acc: 0.7336 Epoch 1235/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7614Epoch 01234: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7617 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1236/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7470Epoch 01235: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7482 - val_loss: 0.0018 - val_acc: 0.7430 Epoch 1237/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7626Epoch 01236: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7599 - val_loss: 0.0017 - val_acc: 0.7360 Epoch 1238/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7656Epoch 01237: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7652 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1239/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7578Epoch 01238: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7582 - val_loss: 0.0017 - val_acc: 0.7313 Epoch 1240/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7548Epoch 01239: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7558 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1241/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7548Epoch 01240: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7553 - val_loss: 0.0017 - val_acc: 0.7290 Epoch 1242/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7572Epoch 01241: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7588 - val_loss: 0.0017 - val_acc: 0.7360 Epoch 1243/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7704Epoch 01242: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7693 - val_loss: 0.0017 - val_acc: 0.7313 Epoch 1244/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7494Epoch 01243: val_loss improved from 0.00166 to 0.00166, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7512 - val_loss: 0.0017 - val_acc: 0.7336 Epoch 1245/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7620Epoch 01244: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7634 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1246/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7668Epoch 01245: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7681 - val_loss: 0.0017 - val_acc: 0.7336 Epoch 1247/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7620Epoch 01246: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7634 - val_loss: 0.0017 - val_acc: 0.7360 Epoch 1248/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7506Epoch 01247: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7506 - val_loss: 0.0017 - val_acc: 0.7336 Epoch 1249/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7608Epoch 01248: val_loss improved from 0.00166 to 0.00165, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7611 - val_loss: 0.0016 - val_acc: 0.7360 Epoch 1250/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7536Epoch 01249: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7547 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1251/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7656Epoch 01250: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7652 - val_loss: 0.0017 - val_acc: 0.7360 Epoch 1252/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7644Epoch 01251: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7652 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1253/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7716Epoch 01252: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7687 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1254/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7584Epoch 01253: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7605 - val_loss: 0.0017 - val_acc: 0.7336 Epoch 1255/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7590Epoch 01254: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7582 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1256/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7632Epoch 01255: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7605 - val_loss: 0.0017 - val_acc: 0.7360 Epoch 1257/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7554Epoch 01256: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7547 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1258/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7620Epoch 01257: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7652 - val_loss: 0.0017 - val_acc: 0.7360 Epoch 1259/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7578Epoch 01258: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7593 - val_loss: 0.0017 - val_acc: 0.7336 Epoch 1260/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7602Epoch 01259: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7599 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1261/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7542Epoch 01260: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7535 - val_loss: 0.0017 - val_acc: 0.7336 Epoch 1262/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7518Epoch 01261: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7547 - val_loss: 0.0016 - val_acc: 0.7383 Epoch 1263/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7626Epoch 01262: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7623 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1264/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7644Epoch 01263: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7646 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1265/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7638Epoch 01264: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7611 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1266/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7632Epoch 01265: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7623 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1267/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7590Epoch 01266: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7611 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1268/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7626Epoch 01267: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7617 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1269/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7590Epoch 01268: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7582 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1270/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7644Epoch 01269: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7640 - val_loss: 0.0017 - val_acc: 0.7336 Epoch 1271/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7620Epoch 01270: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7617 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1272/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7698Epoch 01271: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7716 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1273/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7584Epoch 01272: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7576 - val_loss: 0.0017 - val_acc: 0.7477 Epoch 1274/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7602Epoch 01273: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7611 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1275/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7578Epoch 01274: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7605 - val_loss: 0.0017 - val_acc: 0.7477 Epoch 1276/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7710Epoch 01275: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7681 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1277/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7620Epoch 01276: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7646 - val_loss: 0.0017 - val_acc: 0.7360 Epoch 1278/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7674Epoch 01277: val_loss improved from 0.00165 to 0.00164, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7664 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1279/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7602Epoch 01278: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7640 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1280/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7710Epoch 01279: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7675 - val_loss: 0.0017 - val_acc: 0.7477 Epoch 1281/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7488Epoch 01280: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7529 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1282/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7644Epoch 01281: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7629 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1283/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7602Epoch 01282: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7634 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1284/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7680Epoch 01283: val_loss improved from 0.00164 to 0.00164, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7658 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1285/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7572Epoch 01284: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7570 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1286/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7518Epoch 01285: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7506 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1287/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7656Epoch 01286: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7658 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1288/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7656Epoch 01287: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7640 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1289/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7632Epoch 01288: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7652 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1290/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7560Epoch 01289: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7564 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1291/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7584Epoch 01290: val_loss improved from 0.00164 to 0.00164, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7599 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1292/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7578Epoch 01291: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7576 - val_loss: 0.0017 - val_acc: 0.7500 Epoch 1293/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7764Epoch 01292: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7757 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1294/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7572Epoch 01293: val_loss improved from 0.00164 to 0.00163, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7570 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1295/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7668Epoch 01294: val_loss improved from 0.00163 to 0.00162, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7669 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1296/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7662Epoch 01295: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7658 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1297/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7596Epoch 01296: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7599 - val_loss: 0.0017 - val_acc: 0.7500 Epoch 1298/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7566Epoch 01297: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7588 - val_loss: 0.0017 - val_acc: 0.7477 Epoch 1299/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7608Epoch 01298: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7629 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1300/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7680Epoch 01299: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7693 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1301/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7644Epoch 01300: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7640 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1302/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7680Epoch 01301: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7687 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1303/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7530Epoch 01302: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7541 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1304/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7614Epoch 01303: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7617 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1305/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7614Epoch 01304: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7623 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1306/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7566Epoch 01305: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7547 - val_loss: 0.0017 - val_acc: 0.7477 Epoch 1307/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7734Epoch 01306: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7734 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1308/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7626Epoch 01307: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7634 - val_loss: 0.0017 - val_acc: 0.7500 Epoch 1309/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7602Epoch 01308: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7623 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1310/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7632Epoch 01309: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7629 - val_loss: 0.0017 - val_acc: 0.7500 Epoch 1311/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7638Epoch 01310: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7658 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1312/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7764Epoch 01311: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7769 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1313/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7662Epoch 01312: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7669 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1314/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7680Epoch 01313: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7675 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1315/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7614Epoch 01314: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7599 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1316/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7722Epoch 01315: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7716 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1317/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7584Epoch 01316: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7605 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1318/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7776Epoch 01317: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7786 - val_loss: 0.0017 - val_acc: 0.7500 Epoch 1319/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7674Epoch 01318: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7669 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1320/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7728Epoch 01319: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7716 - val_loss: 0.0017 - val_acc: 0.7500 Epoch 1321/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7668Epoch 01320: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7687 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1322/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7638Epoch 01321: val_loss improved from 0.00162 to 0.00161, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7646 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1323/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7638Epoch 01322: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7646 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1324/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7716Epoch 01323: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7722 - val_loss: 0.0016 - val_acc: 0.7383 Epoch 1325/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7710Epoch 01324: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7704 - val_loss: 0.0017 - val_acc: 0.7500 Epoch 1326/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7626Epoch 01325: val_loss improved from 0.00161 to 0.00161, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7646 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1327/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7752Epoch 01326: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7763 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1328/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7788Epoch 01327: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7792 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1329/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7680Epoch 01328: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7658 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1330/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7650Epoch 01329: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7640 - val_loss: 0.0017 - val_acc: 0.7383 Epoch 1331/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7843Epoch 01330: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7786 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1332/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7728Epoch 01331: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7751 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1333/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7716Epoch 01332: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7704 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1334/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7698Epoch 01333: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7699 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1335/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7644Epoch 01334: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7652 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1336/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7704Epoch 01335: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7687 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1337/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7698Epoch 01336: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7704 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1338/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7638Epoch 01337: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7658 - val_loss: 0.0017 - val_acc: 0.7407 Epoch 1339/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7710Epoch 01338: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7716 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1340/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7734Epoch 01339: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7739 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1341/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7620Epoch 01340: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7605 - val_loss: 0.0017 - val_acc: 0.7477 Epoch 1342/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7620Epoch 01341: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7634 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1343/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7722Epoch 01342: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7687 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1344/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7746Epoch 01343: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7728 - val_loss: 0.0016 - val_acc: 0.7523 Epoch 1345/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7776Epoch 01344: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7757 - val_loss: 0.0017 - val_acc: 0.7500 Epoch 1346/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7692Epoch 01345: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7693 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1347/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7716Epoch 01346: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7728 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1348/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7716Epoch 01347: val_loss improved from 0.00161 to 0.00160, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7704 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1349/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7722Epoch 01348: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7710 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1350/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7620Epoch 01349: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7599 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1351/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7650Epoch 01350: val_loss improved from 0.00160 to 0.00159, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7675 - val_loss: 0.0016 - val_acc: 0.7523 Epoch 1352/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7788Epoch 01351: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7792 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1353/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7668Epoch 01352: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7699 - val_loss: 0.0017 - val_acc: 0.7477 Epoch 1354/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7716Epoch 01353: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7734 - val_loss: 0.0016 - val_acc: 0.7523 Epoch 1355/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7626Epoch 01354: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7652 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1356/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7650Epoch 01355: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7658 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1357/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7758Epoch 01356: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7739 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1358/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7734Epoch 01357: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7739 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1359/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7776Epoch 01358: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7810 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1360/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7704Epoch 01359: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7693 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1361/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7692Epoch 01360: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7699 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1362/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7716Epoch 01361: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7704 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1363/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7734Epoch 01362: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7734 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1364/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7806Epoch 01363: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7798 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1365/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7722Epoch 01364: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7704 - val_loss: 0.0016 - val_acc: 0.7523 Epoch 1366/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7692Epoch 01365: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7693 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1367/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7740Epoch 01366: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7751 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1368/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7800Epoch 01367: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7798 - val_loss: 0.0017 - val_acc: 0.7477 Epoch 1369/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7704Epoch 01368: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7710 - val_loss: 0.0017 - val_acc: 0.7477 Epoch 1370/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7530Epoch 01369: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7541 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1371/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7746Epoch 01370: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7751 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1372/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7794Epoch 01371: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7798 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1373/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7698Epoch 01372: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7710 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1374/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7770Epoch 01373: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7769 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1375/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7843Epoch 01374: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7839 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1376/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7704Epoch 01375: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7728 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1377/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7656Epoch 01376: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7681 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1378/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7752Epoch 01377: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7728 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1379/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7825Epoch 01378: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7839 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1380/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7674Epoch 01379: val_loss improved from 0.00159 to 0.00159, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7675 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1381/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7758Epoch 01380: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7757 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1382/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7788Epoch 01381: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7786 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1383/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7782Epoch 01382: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7792 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1384/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7722Epoch 01383: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7716 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1385/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7722Epoch 01384: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7716 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1386/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7764Epoch 01385: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7739 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1387/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7704Epoch 01386: val_loss improved from 0.00159 to 0.00159, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7722 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1388/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7776Epoch 01387: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7780 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1389/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7626Epoch 01388: val_loss improved from 0.00159 to 0.00158, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7623 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1390/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7825Epoch 01389: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7792 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1391/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7782Epoch 01390: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7786 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1392/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7710Epoch 01391: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7751 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1393/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7764Epoch 01392: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7792 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1394/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7722Epoch 01393: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7693 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1395/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7680Epoch 01394: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7693 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1396/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7776Epoch 01395: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7763 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1397/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7782Epoch 01396: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7769 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1398/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7722Epoch 01397: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7704 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1399/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7903Epoch 01398: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7886 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1400/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7837Epoch 01399: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7839 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1401/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7752Epoch 01400: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7757 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1402/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7782Epoch 01401: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7769 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1403/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7716Epoch 01402: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7716 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1404/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7776Epoch 01403: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7775 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1405/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7728Epoch 01404: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7734 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1406/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7698Epoch 01405: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7675 - val_loss: 0.0017 - val_acc: 0.7430 Epoch 1407/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7752Epoch 01406: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7734 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1408/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7632Epoch 01407: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7658 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1409/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7758Epoch 01408: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7763 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1410/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7873Epoch 01409: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7880 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1411/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7782Epoch 01410: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7804 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1412/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7831Epoch 01411: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7827 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1413/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7806Epoch 01412: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7792 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1414/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7764Epoch 01413: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7734 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1415/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7638Epoch 01414: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7646 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1416/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7680Epoch 01415: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7716 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1417/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7710Epoch 01416: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7734 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1418/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7788Epoch 01417: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7769 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1419/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7897Epoch 01418: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7868 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1420/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7752Epoch 01419: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7739 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1421/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7837Epoch 01420: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7833 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1422/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7704Epoch 01421: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7681 - val_loss: 0.0017 - val_acc: 0.7453 Epoch 1423/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7837Epoch 01422: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7821 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1424/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7794Epoch 01423: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7780 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1425/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7764Epoch 01424: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7739 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1426/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7861Epoch 01425: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7862 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1427/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7734Epoch 01426: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7751 - val_loss: 0.0016 - val_acc: 0.7523 Epoch 1428/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7879Epoch 01427: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7880 - val_loss: 0.0016 - val_acc: 0.7523 Epoch 1429/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7758Epoch 01428: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7751 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1430/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7776Epoch 01429: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7786 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1431/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7764Epoch 01430: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7786 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1432/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7794Epoch 01431: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7804 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1433/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7752Epoch 01432: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7722 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1434/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7782Epoch 01433: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7792 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1435/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7746Epoch 01434: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7769 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1436/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7825Epoch 01435: val_loss improved from 0.00158 to 0.00157, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7815 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1437/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7794Epoch 01436: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7780 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1438/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7812Epoch 01437: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7827 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1439/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7782Epoch 01438: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7751 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1440/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7800Epoch 01439: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7815 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1441/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7819Epoch 01440: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7810 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1442/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7782Epoch 01441: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7792 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1443/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7855Epoch 01442: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7850 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1444/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7776Epoch 01443: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7804 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1445/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7794Epoch 01444: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7804 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1446/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7728Epoch 01445: val_loss improved from 0.00157 to 0.00157, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7745 - val_loss: 0.0016 - val_acc: 0.7547 Epoch 1447/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7825Epoch 01446: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7815 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1448/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7764Epoch 01447: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7757 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1449/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7764Epoch 01448: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7757 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1450/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7788Epoch 01449: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7775 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1451/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7831Epoch 01450: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7827 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1452/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7716Epoch 01451: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7739 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1453/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7788Epoch 01452: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7804 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1454/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7740Epoch 01453: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7757 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1455/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7788Epoch 01454: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7763 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1456/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7728Epoch 01455: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7728 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1457/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7812Epoch 01456: val_loss improved from 0.00157 to 0.00157, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7786 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1458/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7734Epoch 01457: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7734 - val_loss: 0.0016 - val_acc: 0.7383 Epoch 1459/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7812Epoch 01458: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7798 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1460/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7788Epoch 01459: val_loss improved from 0.00157 to 0.00156, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7757 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1461/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7873Epoch 01460: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7856 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1462/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7849Epoch 01461: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7845 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1463/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7927Epoch 01462: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7909 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1464/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7722Epoch 01463: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7739 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1465/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7849Epoch 01464: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7827 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1466/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7891Epoch 01465: val_loss improved from 0.00156 to 0.00155, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7874 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1467/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7915Epoch 01466: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7956 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1468/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7819Epoch 01467: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7815 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1469/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7788Epoch 01468: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7810 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1470/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7819Epoch 01469: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7810 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1471/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7788Epoch 01470: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7786 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1472/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7782Epoch 01471: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7780 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1473/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7831Epoch 01472: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7821 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1474/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7806Epoch 01473: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7827 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1475/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7758Epoch 01474: val_loss improved from 0.00155 to 0.00155, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7739 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1476/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7855Epoch 01475: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7845 - val_loss: 0.0016 - val_acc: 0.7383 Epoch 1477/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7825Epoch 01476: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7850 - val_loss: 0.0016 - val_acc: 0.7383 Epoch 1478/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7831Epoch 01477: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7856 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1479/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7837Epoch 01478: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7833 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1480/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7788Epoch 01479: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7792 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1481/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7855Epoch 01480: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7833 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1482/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7897Epoch 01481: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7903 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1483/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7782Epoch 01482: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7780 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1484/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7915Epoch 01483: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7909 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1485/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7855Epoch 01484: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7850 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1486/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7861Epoch 01485: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7856 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1487/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7776Epoch 01486: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7792 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1488/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7837Epoch 01487: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7839 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1489/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7885Epoch 01488: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7868 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1490/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7927Epoch 01489: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7897 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1491/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7806Epoch 01490: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7815 - val_loss: 0.0016 - val_acc: 0.7523 Epoch 1492/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7819Epoch 01491: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7833 - val_loss: 0.0015 - val_acc: 0.7453 Epoch 1493/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7812Epoch 01492: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7821 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1494/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7782Epoch 01493: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7769 - val_loss: 0.0016 - val_acc: 0.7547 Epoch 1495/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7770Epoch 01494: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7798 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1496/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7819Epoch 01495: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7815 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1497/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7788Epoch 01496: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7792 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1498/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7885Epoch 01497: val_loss improved from 0.00155 to 0.00154, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7845 - val_loss: 0.0015 - val_acc: 0.7477 Epoch 1499/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7752Epoch 01498: val_loss improved from 0.00154 to 0.00153, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7775 - val_loss: 0.0015 - val_acc: 0.7477 Epoch 1500/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7861Epoch 01499: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7862 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1501/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7746Epoch 01500: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7739 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1502/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7831 Epoch 01501: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7850 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1503/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7861Epoch 01502: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7850 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1504/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7837Epoch 01503: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7862 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1505/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7861Epoch 01504: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7856 - val_loss: 0.0016 - val_acc: 0.7360 Epoch 1506/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.9142e-04 - acc: 0.7837Epoch 01505: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7798 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1507/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7794Epoch 01506: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7775 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1508/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7782Epoch 01507: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7810 - val_loss: 0.0016 - val_acc: 0.7407 Epoch 1509/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7806Epoch 01508: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7804 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1510/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7740Epoch 01509: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7751 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1511/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7837Epoch 01510: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7839 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1512/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7975Epoch 01511: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7961 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1513/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7921Epoch 01512: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7926 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1514/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7855Epoch 01513: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7845 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1515/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7891Epoch 01514: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7909 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1516/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7825Epoch 01515: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7815 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1517/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7843Epoch 01516: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7850 - val_loss: 0.0015 - val_acc: 0.7430 Epoch 1518/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7849Epoch 01517: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7827 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1519/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.9903e-04 - acc: 0.7819Epoch 01518: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7839 - val_loss: 0.0015 - val_acc: 0.7407 Epoch 1520/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7879 Epoch 01519: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.9850e-04 - acc: 0.7886 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1521/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7819Epoch 01520: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.9951e-04 - acc: 0.7850 - val_loss: 0.0015 - val_acc: 0.7430 Epoch 1522/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7867Epoch 01521: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7874 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1523/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7927Epoch 01522: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7921 - val_loss: 0.0016 - val_acc: 0.7523 Epoch 1524/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7800Epoch 01523: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.9949e-04 - acc: 0.7804 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1525/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7987Epoch 01524: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.9680e-04 - acc: 0.7991 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1526/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.9371e-04 - acc: 0.7915Epoch 01525: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.9935e-04 - acc: 0.7909 - val_loss: 0.0015 - val_acc: 0.7453 Epoch 1527/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7800 Epoch 01526: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7780 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1528/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.8931e-04 - acc: 0.7837Epoch 01527: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.9209e-04 - acc: 0.7850 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1529/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7867Epoch 01528: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7868 - val_loss: 0.0016 - val_acc: 0.7593 Epoch 1530/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7855Epoch 01529: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7874 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1531/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7800Epoch 01530: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7780 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1532/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.9902e-04 - acc: 0.7951Epoch 01531: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.9791e-04 - acc: 0.7944 - val_loss: 0.0016 - val_acc: 0.7523 Epoch 1533/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.8955e-04 - acc: 0.7788Epoch 01532: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.9054e-04 - acc: 0.7810 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1534/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7867Epoch 01533: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7850 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1535/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.9697e-04 - acc: 0.7825Epoch 01534: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.9807e-04 - acc: 0.7839 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1536/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.9598e-04 - acc: 0.7849Epoch 01535: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.9334e-04 - acc: 0.7862 - val_loss: 0.0016 - val_acc: 0.7523 Epoch 1537/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.9424e-04 - acc: 0.7885Epoch 01536: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.9771e-04 - acc: 0.7868 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1538/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7825Epoch 01537: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7827 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1539/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.9174e-04 - acc: 0.7945Epoch 01538: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.8966e-04 - acc: 0.7915 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1540/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.9001e-04 - acc: 0.7873Epoch 01539: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.8693e-04 - acc: 0.7897 - val_loss: 0.0015 - val_acc: 0.7477 Epoch 1541/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.9692e-04 - acc: 0.7903Epoch 01540: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.9588e-04 - acc: 0.7909 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1542/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.8139e-04 - acc: 0.7825Epoch 01541: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.7990e-04 - acc: 0.7833 - val_loss: 0.0016 - val_acc: 0.7593 Epoch 1543/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.8508e-04 - acc: 0.7939Epoch 01542: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.8480e-04 - acc: 0.7915 - val_loss: 0.0015 - val_acc: 0.7477 Epoch 1544/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.9968e-04 - acc: 0.7825Epoch 01543: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7810 - val_loss: 0.0015 - val_acc: 0.7477 Epoch 1545/2000 1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7927 Epoch 01544: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.9601e-04 - acc: 0.7944 - val_loss: 0.0016 - val_acc: 0.7547 Epoch 1546/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.7598e-04 - acc: 0.7855Epoch 01545: val_loss improved from 0.00153 to 0.00153, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 9.7586e-04 - acc: 0.7845 - val_loss: 0.0015 - val_acc: 0.7430 Epoch 1547/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.9116e-04 - acc: 0.7867Epoch 01546: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.8806e-04 - acc: 0.7839 - val_loss: 0.0015 - val_acc: 0.7453 Epoch 1548/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.8903e-04 - acc: 0.7806Epoch 01547: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.8839e-04 - acc: 0.7827 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1549/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.8335e-04 - acc: 0.7921Epoch 01548: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.8045e-04 - acc: 0.7921 - val_loss: 0.0016 - val_acc: 0.7593 Epoch 1550/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.7440e-04 - acc: 0.7873Epoch 01549: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.7592e-04 - acc: 0.7856 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1551/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.8599e-04 - acc: 0.7812Epoch 01550: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.8491e-04 - acc: 0.7833 - val_loss: 0.0015 - val_acc: 0.7477 Epoch 1552/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.8908e-04 - acc: 0.7776Epoch 01551: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.8680e-04 - acc: 0.7786 - val_loss: 0.0016 - val_acc: 0.7593 Epoch 1553/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.8212e-04 - acc: 0.7794Epoch 01552: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.8603e-04 - acc: 0.7827 - val_loss: 0.0015 - val_acc: 0.7453 Epoch 1554/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.7525e-04 - acc: 0.7987Epoch 01553: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.7979e-04 - acc: 0.7956 - val_loss: 0.0016 - val_acc: 0.7570 Epoch 1555/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.8133e-04 - acc: 0.7921Epoch 01554: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.8429e-04 - acc: 0.7915 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1556/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.7117e-04 - acc: 0.7927Epoch 01555: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.6886e-04 - acc: 0.7909 - val_loss: 0.0016 - val_acc: 0.7570 Epoch 1557/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.6847e-04 - acc: 0.7849Epoch 01556: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.6823e-04 - acc: 0.7798 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1558/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.7675e-04 - acc: 0.7915Epoch 01557: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.7654e-04 - acc: 0.7932 - val_loss: 0.0016 - val_acc: 0.7593 Epoch 1559/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.7445e-04 - acc: 0.7879Epoch 01558: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.7466e-04 - acc: 0.7880 - val_loss: 0.0016 - val_acc: 0.7523 Epoch 1560/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.7311e-04 - acc: 0.7855Epoch 01559: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.7289e-04 - acc: 0.7850 - val_loss: 0.0015 - val_acc: 0.7453 Epoch 1561/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.7950e-04 - acc: 0.7921Epoch 01560: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.7737e-04 - acc: 0.7915 - val_loss: 0.0015 - val_acc: 0.7430 Epoch 1562/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.6450e-04 - acc: 0.7903Epoch 01561: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.6875e-04 - acc: 0.7897 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1563/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.7097e-04 - acc: 0.7861Epoch 01562: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.7154e-04 - acc: 0.7874 - val_loss: 0.0016 - val_acc: 0.7500 Epoch 1564/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.8139e-04 - acc: 0.7885Epoch 01563: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.7598e-04 - acc: 0.7891 - val_loss: 0.0016 - val_acc: 0.7430 Epoch 1565/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.7475e-04 - acc: 0.7909Epoch 01564: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.7018e-04 - acc: 0.7915 - val_loss: 0.0015 - val_acc: 0.7453 Epoch 1566/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.7809e-04 - acc: 0.7933Epoch 01565: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.7857e-04 - acc: 0.7938 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1567/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.8040e-04 - acc: 0.7975Epoch 01566: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.7843e-04 - acc: 0.7961 - val_loss: 0.0015 - val_acc: 0.7430 Epoch 1568/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.7420e-04 - acc: 0.7909Epoch 01567: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.7875e-04 - acc: 0.7921 - val_loss: 0.0015 - val_acc: 0.7477 Epoch 1569/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.7576e-04 - acc: 0.7909Epoch 01568: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.7340e-04 - acc: 0.7915 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1570/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.7285e-04 - acc: 0.7903Epoch 01569: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.7181e-04 - acc: 0.7903 - val_loss: 0.0016 - val_acc: 0.7593 Epoch 1571/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.7656e-04 - acc: 0.7981Epoch 01570: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.7549e-04 - acc: 0.7967 - val_loss: 0.0016 - val_acc: 0.7570 Epoch 1572/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.7630e-04 - acc: 0.7885Epoch 01571: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.7734e-04 - acc: 0.7921 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1573/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.7949e-04 - acc: 0.7891Epoch 01572: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.7470e-04 - acc: 0.7833 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1574/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.6109e-04 - acc: 0.7867Epoch 01573: val_loss improved from 0.00153 to 0.00151, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 9.6261e-04 - acc: 0.7845 - val_loss: 0.0015 - val_acc: 0.7477 Epoch 1575/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.6418e-04 - acc: 0.7831Epoch 01574: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.6322e-04 - acc: 0.7839 - val_loss: 0.0016 - val_acc: 0.7570 Epoch 1576/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.5847e-04 - acc: 0.7849Epoch 01575: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.5588e-04 - acc: 0.7845 - val_loss: 0.0016 - val_acc: 0.7547 Epoch 1577/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.7190e-04 - acc: 0.7957Epoch 01576: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.6626e-04 - acc: 0.7956 - val_loss: 0.0016 - val_acc: 0.7453 Epoch 1578/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4684e-04 - acc: 0.8005Epoch 01577: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.6131e-04 - acc: 0.7973 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1579/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.6901e-04 - acc: 0.7837Epoch 01578: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.6776e-04 - acc: 0.7850 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1580/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.5674e-04 - acc: 0.7873Epoch 01579: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.5606e-04 - acc: 0.7839 - val_loss: 0.0016 - val_acc: 0.7593 Epoch 1581/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.5842e-04 - acc: 0.7891Epoch 01580: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.5639e-04 - acc: 0.7886 - val_loss: 0.0016 - val_acc: 0.7570 Epoch 1582/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.5378e-04 - acc: 0.7957Epoch 01581: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.5224e-04 - acc: 0.7932 - val_loss: 0.0016 - val_acc: 0.7570 Epoch 1583/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.6319e-04 - acc: 0.7867Epoch 01582: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.6768e-04 - acc: 0.7874 - val_loss: 0.0016 - val_acc: 0.7547 Epoch 1584/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.5362e-04 - acc: 0.7927Epoch 01583: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4913e-04 - acc: 0.7926 - val_loss: 0.0016 - val_acc: 0.7570 Epoch 1585/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4982e-04 - acc: 0.7921Epoch 01584: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.5587e-04 - acc: 0.7921 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1586/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.6135e-04 - acc: 0.7879Epoch 01585: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.6104e-04 - acc: 0.7868 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1587/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.7259e-04 - acc: 0.7855Epoch 01586: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.6806e-04 - acc: 0.7874 - val_loss: 0.0015 - val_acc: 0.7477 Epoch 1588/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.6146e-04 - acc: 0.7909Epoch 01587: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.5812e-04 - acc: 0.7932 - val_loss: 0.0016 - val_acc: 0.7640 Epoch 1589/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.6400e-04 - acc: 0.7831Epoch 01588: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.6180e-04 - acc: 0.7833 - val_loss: 0.0016 - val_acc: 0.7570 Epoch 1590/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.6508e-04 - acc: 0.7837Epoch 01589: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.6522e-04 - acc: 0.7856 - val_loss: 0.0016 - val_acc: 0.7523 Epoch 1591/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.6482e-04 - acc: 0.7993Epoch 01590: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.6267e-04 - acc: 0.7985 - val_loss: 0.0016 - val_acc: 0.7547 Epoch 1592/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.5637e-04 - acc: 0.7873Epoch 01591: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.5370e-04 - acc: 0.7868 - val_loss: 0.0016 - val_acc: 0.7617 Epoch 1593/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4092e-04 - acc: 0.7800Epoch 01592: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4967e-04 - acc: 0.7792 - val_loss: 0.0016 - val_acc: 0.7477 Epoch 1594/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.5762e-04 - acc: 0.7939Epoch 01593: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.5502e-04 - acc: 0.7950 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1595/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.5582e-04 - acc: 0.7945Epoch 01594: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.5312e-04 - acc: 0.7938 - val_loss: 0.0016 - val_acc: 0.7593 Epoch 1596/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.5522e-04 - acc: 0.8011Epoch 01595: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.5706e-04 - acc: 0.7973 - val_loss: 0.0016 - val_acc: 0.7570 Epoch 1597/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4916e-04 - acc: 0.7909Epoch 01596: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4895e-04 - acc: 0.7915 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1598/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.6571e-04 - acc: 0.7999Epoch 01597: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.6299e-04 - acc: 0.8014 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1599/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4839e-04 - acc: 0.7933Epoch 01598: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4696e-04 - acc: 0.7944 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1600/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.5054e-04 - acc: 0.7945Epoch 01599: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4774e-04 - acc: 0.7932 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1601/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.5205e-04 - acc: 0.7819Epoch 01600: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4877e-04 - acc: 0.7845 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1602/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4532e-04 - acc: 0.7897Epoch 01601: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4203e-04 - acc: 0.7886 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1603/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4839e-04 - acc: 0.7921Epoch 01602: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.5332e-04 - acc: 0.7944 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1604/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4718e-04 - acc: 0.7909Epoch 01603: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4427e-04 - acc: 0.7944 - val_loss: 0.0016 - val_acc: 0.7570 Epoch 1605/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4384e-04 - acc: 0.7885Epoch 01604: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4660e-04 - acc: 0.7886 - val_loss: 0.0016 - val_acc: 0.7523 Epoch 1606/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.5405e-04 - acc: 0.7927Epoch 01605: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.5484e-04 - acc: 0.7932 - val_loss: 0.0015 - val_acc: 0.7477 Epoch 1607/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4705e-04 - acc: 0.7963Epoch 01606: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4445e-04 - acc: 0.7950 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1608/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4330e-04 - acc: 0.7987Epoch 01607: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4415e-04 - acc: 0.7973 - val_loss: 0.0016 - val_acc: 0.7570 Epoch 1609/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.3579e-04 - acc: 0.7933Epoch 01608: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.3484e-04 - acc: 0.7950 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1610/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4703e-04 - acc: 0.7861Epoch 01609: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4848e-04 - acc: 0.7868 - val_loss: 0.0016 - val_acc: 0.7523 Epoch 1611/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4328e-04 - acc: 0.7855Epoch 01610: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.3966e-04 - acc: 0.7862 - val_loss: 0.0016 - val_acc: 0.7547 Epoch 1612/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.3864e-04 - acc: 0.8011Epoch 01611: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.3901e-04 - acc: 0.8008 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1613/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4616e-04 - acc: 0.7921Epoch 01612: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4498e-04 - acc: 0.7926 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1614/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.3976e-04 - acc: 0.7927Epoch 01613: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4172e-04 - acc: 0.7921 - val_loss: 0.0015 - val_acc: 0.7453 Epoch 1615/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4966e-04 - acc: 0.7855Epoch 01614: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4573e-04 - acc: 0.7868 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1616/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4033e-04 - acc: 0.7933Epoch 01615: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4056e-04 - acc: 0.7932 - val_loss: 0.0015 - val_acc: 0.7453 Epoch 1617/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4058e-04 - acc: 0.7885Epoch 01616: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4043e-04 - acc: 0.7862 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1618/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4526e-04 - acc: 0.7897Epoch 01617: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4393e-04 - acc: 0.7880 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1619/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4155e-04 - acc: 0.7867Epoch 01618: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.3755e-04 - acc: 0.7839 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1620/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2302e-04 - acc: 0.7800Epoch 01619: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.3055e-04 - acc: 0.7833 - val_loss: 0.0015 - val_acc: 0.7453 Epoch 1621/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.3856e-04 - acc: 0.7969Epoch 01620: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4104e-04 - acc: 0.7979 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1622/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4434e-04 - acc: 0.7855Epoch 01621: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4426e-04 - acc: 0.7868 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1623/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4565e-04 - acc: 0.7933Epoch 01622: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4916e-04 - acc: 0.7909 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1624/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2805e-04 - acc: 0.8005Epoch 01623: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.2559e-04 - acc: 0.7991 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1625/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.3655e-04 - acc: 0.7999Epoch 01624: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.3573e-04 - acc: 0.8002 - val_loss: 0.0016 - val_acc: 0.7593 Epoch 1626/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.3451e-04 - acc: 0.7909Epoch 01625: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.3066e-04 - acc: 0.7921 - val_loss: 0.0016 - val_acc: 0.7570 Epoch 1627/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2907e-04 - acc: 0.7987Epoch 01626: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.3667e-04 - acc: 0.7961 - val_loss: 0.0016 - val_acc: 0.7523 Epoch 1628/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.1668e-04 - acc: 0.8071Epoch 01627: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.3405e-04 - acc: 0.8032 - val_loss: 0.0016 - val_acc: 0.7523 Epoch 1629/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.4088e-04 - acc: 0.7993Epoch 01628: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.4007e-04 - acc: 0.7961 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1630/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.3548e-04 - acc: 0.7939Epoch 01629: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.3880e-04 - acc: 0.7932 - val_loss: 0.0016 - val_acc: 0.7523 Epoch 1631/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2712e-04 - acc: 0.7885Epoch 01630: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.2389e-04 - acc: 0.7909 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1632/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.3490e-04 - acc: 0.7837Epoch 01631: val_loss improved from 0.00151 to 0.00151, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 9.3090e-04 - acc: 0.7862 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1633/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2740e-04 - acc: 0.7975Epoch 01632: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.2623e-04 - acc: 0.7956 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1634/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2807e-04 - acc: 0.8005Epoch 01633: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.3155e-04 - acc: 0.7973 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1635/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2824e-04 - acc: 0.7957Epoch 01634: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.3076e-04 - acc: 0.7961 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1636/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2277e-04 - acc: 0.7861Epoch 01635: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.2388e-04 - acc: 0.7886 - val_loss: 0.0015 - val_acc: 0.7477 Epoch 1637/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2411e-04 - acc: 0.7909Epoch 01636: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.2017e-04 - acc: 0.7903 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1638/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2421e-04 - acc: 0.8041Epoch 01637: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.2191e-04 - acc: 0.8032 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1639/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2859e-04 - acc: 0.7885Epoch 01638: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.2552e-04 - acc: 0.7909 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1640/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.3613e-04 - acc: 0.7957Epoch 01639: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.3333e-04 - acc: 0.7956 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1641/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2610e-04 - acc: 0.7837Epoch 01640: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.2414e-04 - acc: 0.7815 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1642/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2421e-04 - acc: 0.8005Epoch 01641: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.1913e-04 - acc: 0.8043 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1643/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2096e-04 - acc: 0.7987Epoch 01642: val_loss improved from 0.00151 to 0.00150, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 9.1751e-04 - acc: 0.7991 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1644/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2173e-04 - acc: 0.7915Epoch 01643: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.1543e-04 - acc: 0.7915 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1645/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2487e-04 - acc: 0.7933Epoch 01644: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.2309e-04 - acc: 0.7956 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1646/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.1754e-04 - acc: 0.7969Epoch 01645: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.1838e-04 - acc: 0.7973 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1647/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.1789e-04 - acc: 0.7879Epoch 01646: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.1830e-04 - acc: 0.7868 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1648/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2238e-04 - acc: 0.7957Epoch 01647: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.1726e-04 - acc: 0.7991 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1649/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2006e-04 - acc: 0.7957Epoch 01648: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.1986e-04 - acc: 0.7961 - val_loss: 0.0016 - val_acc: 0.7570 Epoch 1650/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.1605e-04 - acc: 0.8011Epoch 01649: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.1470e-04 - acc: 0.7991 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1651/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2085e-04 - acc: 0.7933Epoch 01650: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.1846e-04 - acc: 0.7944 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1652/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2251e-04 - acc: 0.7993Epoch 01651: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.2215e-04 - acc: 0.8020 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1653/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2910e-04 - acc: 0.7915Epoch 01652: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.2480e-04 - acc: 0.7909 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1654/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.2268e-04 - acc: 0.7987Epoch 01653: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.2334e-04 - acc: 0.7996 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1655/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.1240e-04 - acc: 0.7987Epoch 01654: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.1312e-04 - acc: 0.7973 - val_loss: 0.0016 - val_acc: 0.7523 Epoch 1656/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.1255e-04 - acc: 0.8053Epoch 01655: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.0826e-04 - acc: 0.8055 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1657/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.9020e-04 - acc: 0.7975Epoch 01656: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.0793e-04 - acc: 0.7967 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1658/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.1303e-04 - acc: 0.8041Epoch 01657: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.1418e-04 - acc: 0.8002 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1659/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.0708e-04 - acc: 0.7867Epoch 01658: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.0970e-04 - acc: 0.7862 - val_loss: 0.0016 - val_acc: 0.7547 Epoch 1660/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.1418e-04 - acc: 0.7981Epoch 01659: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.1750e-04 - acc: 0.8002 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1661/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.0170e-04 - acc: 0.8029Epoch 01660: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.0025e-04 - acc: 0.8043 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1662/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.0703e-04 - acc: 0.7981Epoch 01661: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.1140e-04 - acc: 0.7985 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1663/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.9804e-04 - acc: 0.7987Epoch 01662: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.0169e-04 - acc: 0.7996 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1664/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.0294e-04 - acc: 0.7909Epoch 01663: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.0460e-04 - acc: 0.7909 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1665/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.1973e-04 - acc: 0.8023Epoch 01664: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.1574e-04 - acc: 0.8020 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1666/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.0923e-04 - acc: 0.7987Epoch 01665: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.0768e-04 - acc: 0.7991 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1667/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.0907e-04 - acc: 0.7969Epoch 01666: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.0810e-04 - acc: 0.7979 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1668/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.1224e-04 - acc: 0.8083Epoch 01667: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.1071e-04 - acc: 0.8067 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1669/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.9814e-04 - acc: 0.7981Epoch 01668: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.9493e-04 - acc: 0.7985 - val_loss: 0.0016 - val_acc: 0.7570 Epoch 1670/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.1738e-04 - acc: 0.7975Epoch 01669: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.1648e-04 - acc: 0.7956 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1671/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.0771e-04 - acc: 0.7945Epoch 01670: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.0645e-04 - acc: 0.7944 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1672/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.0640e-04 - acc: 0.7933Epoch 01671: val_loss improved from 0.00150 to 0.00150, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 9.0523e-04 - acc: 0.7932 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1673/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.0715e-04 - acc: 0.7927Epoch 01672: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.0498e-04 - acc: 0.7956 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1674/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.0930e-04 - acc: 0.8035Epoch 01673: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.0615e-04 - acc: 0.8049 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1675/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.0034e-04 - acc: 0.7939Epoch 01674: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.9891e-04 - acc: 0.7938 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1676/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.0763e-04 - acc: 0.8005Epoch 01675: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.0607e-04 - acc: 0.8002 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1677/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.0157e-04 - acc: 0.7999Epoch 01676: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.9712e-04 - acc: 0.7973 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1678/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.9426e-04 - acc: 0.7987Epoch 01677: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.9413e-04 - acc: 0.7973 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1679/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.9993e-04 - acc: 0.7957Epoch 01678: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.9563e-04 - acc: 0.7956 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1680/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.0160e-04 - acc: 0.7993Epoch 01679: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.9819e-04 - acc: 0.8002 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1681/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.0333e-04 - acc: 0.8029Epoch 01680: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.0689e-04 - acc: 0.8037 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1682/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.0118e-04 - acc: 0.7957Epoch 01681: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.9644e-04 - acc: 0.7961 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1683/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.0007e-04 - acc: 0.7855Epoch 01682: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.9604e-04 - acc: 0.7880 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1684/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.0784e-04 - acc: 0.7897Epoch 01683: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.0308e-04 - acc: 0.7903 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1685/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.8161e-04 - acc: 0.8077Epoch 01684: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.8700e-04 - acc: 0.8078 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1686/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.9088e-04 - acc: 0.7981Epoch 01685: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.9457e-04 - acc: 0.7979 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1687/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.9364e-04 - acc: 0.7951Epoch 01686: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.9264e-04 - acc: 0.7961 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1688/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.8931e-04 - acc: 0.7915Epoch 01687: val_loss improved from 0.00150 to 0.00150, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 8.9320e-04 - acc: 0.7903 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1689/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.8496e-04 - acc: 0.7993Epoch 01688: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.8817e-04 - acc: 0.7979 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1690/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.9625e-04 - acc: 0.7957Epoch 01689: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.9639e-04 - acc: 0.7979 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1691/2000 1664/1712 [============================>.] - ETA: 0s - loss: 9.0402e-04 - acc: 0.7933Epoch 01690: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 9.0051e-04 - acc: 0.7938 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1692/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.9135e-04 - acc: 0.7933Epoch 01691: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.9080e-04 - acc: 0.7944 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1693/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.9100e-04 - acc: 0.8005Epoch 01692: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.8932e-04 - acc: 0.8014 - val_loss: 0.0015 - val_acc: 0.7477 Epoch 1694/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.9647e-04 - acc: 0.7957Epoch 01693: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.9557e-04 - acc: 0.7973 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1695/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.8053e-04 - acc: 0.8035Epoch 01694: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.8198e-04 - acc: 0.8026 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1696/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.8501e-04 - acc: 0.8005Epoch 01695: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.8341e-04 - acc: 0.7996 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1697/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.8303e-04 - acc: 0.7891Epoch 01696: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.8288e-04 - acc: 0.7886 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1698/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.9630e-04 - acc: 0.7975Epoch 01697: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.9358e-04 - acc: 0.7979 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1699/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.8940e-04 - acc: 0.8077Epoch 01698: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.8804e-04 - acc: 0.8067 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1700/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.9796e-04 - acc: 0.7921Epoch 01699: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.9742e-04 - acc: 0.7932 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1701/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.8474e-04 - acc: 0.7897Epoch 01700: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.8685e-04 - acc: 0.7915 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1702/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.9502e-04 - acc: 0.7788Epoch 01701: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.9640e-04 - acc: 0.7810 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1703/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.9070e-04 - acc: 0.8011Epoch 01702: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.8784e-04 - acc: 0.8037 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1704/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.9212e-04 - acc: 0.7957Epoch 01703: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.8879e-04 - acc: 0.7956 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1705/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.8426e-04 - acc: 0.8053Epoch 01704: val_loss improved from 0.00150 to 0.00149, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 8.8791e-04 - acc: 0.8037 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1706/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.8488e-04 - acc: 0.8023Epoch 01705: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.8282e-04 - acc: 0.8020 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1707/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.8967e-04 - acc: 0.7969Epoch 01706: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.8575e-04 - acc: 0.7967 - val_loss: 0.0015 - val_acc: 0.7477 Epoch 1708/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.8387e-04 - acc: 0.7993Epoch 01707: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.8286e-04 - acc: 0.7991 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1709/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.7188e-04 - acc: 0.8047Epoch 01708: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.7068e-04 - acc: 0.8037 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1710/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.7614e-04 - acc: 0.7969Epoch 01709: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.7190e-04 - acc: 0.7991 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1711/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.7689e-04 - acc: 0.7933Epoch 01710: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.7611e-04 - acc: 0.7938 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1712/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.8197e-04 - acc: 0.7987Epoch 01711: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.8411e-04 - acc: 0.7996 - val_loss: 0.0015 - val_acc: 0.7477 Epoch 1713/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.8315e-04 - acc: 0.8059Epoch 01712: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.7967e-04 - acc: 0.8049 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1714/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.8263e-04 - acc: 0.7927Epoch 01713: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.8643e-04 - acc: 0.7932 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1715/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.7832e-04 - acc: 0.7927Epoch 01714: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.7683e-04 - acc: 0.7950 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1716/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.7457e-04 - acc: 0.8065Epoch 01715: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.8000e-04 - acc: 0.8049 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1717/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.6954e-04 - acc: 0.8005Epoch 01716: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.7405e-04 - acc: 0.8002 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1718/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.8157e-04 - acc: 0.8017Epoch 01717: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.7659e-04 - acc: 0.8008 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1719/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.6244e-04 - acc: 0.8023Epoch 01718: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.6542e-04 - acc: 0.7991 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1720/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.8000e-04 - acc: 0.8035Epoch 01719: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.7700e-04 - acc: 0.8049 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1721/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.9703e-04 - acc: 0.8047Epoch 01720: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.9553e-04 - acc: 0.8061 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1722/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.6998e-04 - acc: 0.8077Epoch 01721: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.6923e-04 - acc: 0.8049 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1723/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.8601e-04 - acc: 0.8017Epoch 01722: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.8363e-04 - acc: 0.8020 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1724/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.8882e-04 - acc: 0.8053Epoch 01723: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.8488e-04 - acc: 0.8055 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1725/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.7068e-04 - acc: 0.7963Epoch 01724: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.6885e-04 - acc: 0.7991 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1726/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.7262e-04 - acc: 0.7975Epoch 01725: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.7419e-04 - acc: 0.7973 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1727/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.7257e-04 - acc: 0.8029Epoch 01726: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.7225e-04 - acc: 0.8014 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1728/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.7046e-04 - acc: 0.7993Epoch 01727: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.7264e-04 - acc: 0.8014 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1729/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.6755e-04 - acc: 0.7987Epoch 01728: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.7235e-04 - acc: 0.7985 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1730/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5949e-04 - acc: 0.8083Epoch 01729: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.7329e-04 - acc: 0.8049 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1731/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.7416e-04 - acc: 0.7951Epoch 01730: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.7234e-04 - acc: 0.7967 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1732/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.7219e-04 - acc: 0.8053Epoch 01731: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.7279e-04 - acc: 0.8061 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1733/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5967e-04 - acc: 0.7951Epoch 01732: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.6246e-04 - acc: 0.7938 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1734/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.7346e-04 - acc: 0.7909Epoch 01733: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.7413e-04 - acc: 0.7932 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1735/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5795e-04 - acc: 0.7903Epoch 01734: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5907e-04 - acc: 0.7926 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1736/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.6963e-04 - acc: 0.7981Epoch 01735: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.6806e-04 - acc: 0.7967 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1737/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.7113e-04 - acc: 0.8035Epoch 01736: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.7202e-04 - acc: 0.8043 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1738/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.7962e-04 - acc: 0.7927Epoch 01737: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.7599e-04 - acc: 0.7932 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1739/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.6987e-04 - acc: 0.7891Epoch 01738: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.6659e-04 - acc: 0.7915 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1740/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.4917e-04 - acc: 0.8089Epoch 01739: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5927e-04 - acc: 0.8072 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1741/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.6657e-04 - acc: 0.7933Epoch 01740: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.6658e-04 - acc: 0.7961 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1742/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.6136e-04 - acc: 0.8089Epoch 01741: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5812e-04 - acc: 0.8072 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1743/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.7064e-04 - acc: 0.8029Epoch 01742: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.6623e-04 - acc: 0.8008 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1744/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.7228e-04 - acc: 0.8065Epoch 01743: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.6739e-04 - acc: 0.8061 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1745/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.6307e-04 - acc: 0.8029Epoch 01744: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.6218e-04 - acc: 0.8014 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1746/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.6976e-04 - acc: 0.7957Epoch 01745: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.6771e-04 - acc: 0.7979 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1747/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5577e-04 - acc: 0.8059Epoch 01746: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5803e-04 - acc: 0.8049 - val_loss: 0.0015 - val_acc: 0.7477 Epoch 1748/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5520e-04 - acc: 0.8017Epoch 01747: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5587e-04 - acc: 0.8049 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1749/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.6378e-04 - acc: 0.7999Epoch 01748: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.6231e-04 - acc: 0.7996 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1750/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.7406e-04 - acc: 0.7927Epoch 01749: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.7231e-04 - acc: 0.7938 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1751/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.6634e-04 - acc: 0.8059Epoch 01750: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.6273e-04 - acc: 0.8037 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1752/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5543e-04 - acc: 0.7975Epoch 01751: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.6093e-04 - acc: 0.7973 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1753/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.6047e-04 - acc: 0.8107Epoch 01752: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5878e-04 - acc: 0.8078 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1754/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5664e-04 - acc: 0.7939Epoch 01753: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5453e-04 - acc: 0.7938 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1755/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5991e-04 - acc: 0.8011Epoch 01754: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5711e-04 - acc: 0.8014 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1756/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5613e-04 - acc: 0.8077Epoch 01755: val_loss improved from 0.00149 to 0.00148, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 8.5917e-04 - acc: 0.8072 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1757/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.6467e-04 - acc: 0.7999Epoch 01756: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.6416e-04 - acc: 0.8020 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1758/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5890e-04 - acc: 0.8017Epoch 01757: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.6184e-04 - acc: 0.8026 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1759/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.6129e-04 - acc: 0.8035Epoch 01758: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.6391e-04 - acc: 0.8049 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1760/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.6441e-04 - acc: 0.8101Epoch 01759: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.6087e-04 - acc: 0.8107 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1761/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.6704e-04 - acc: 0.8119Epoch 01760: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.6460e-04 - acc: 0.8119 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1762/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5412e-04 - acc: 0.8083Epoch 01761: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5578e-04 - acc: 0.8096 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1763/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5049e-04 - acc: 0.8029Epoch 01762: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5487e-04 - acc: 0.8002 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1764/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5319e-04 - acc: 0.8029Epoch 01763: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.4882e-04 - acc: 0.8032 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1765/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.6179e-04 - acc: 0.8041Epoch 01764: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5550e-04 - acc: 0.8002 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1766/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5329e-04 - acc: 0.8023Epoch 01765: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5010e-04 - acc: 0.8020 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1767/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.4823e-04 - acc: 0.8095Epoch 01766: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.4737e-04 - acc: 0.8102 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1768/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.6077e-04 - acc: 0.8071Epoch 01767: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.6305e-04 - acc: 0.8061 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1769/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.4981e-04 - acc: 0.8047Epoch 01768: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.4944e-04 - acc: 0.8049 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1770/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.4216e-04 - acc: 0.8131Epoch 01769: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.4399e-04 - acc: 0.8137 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1771/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5649e-04 - acc: 0.7957Epoch 01770: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5225e-04 - acc: 0.7973 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1772/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.4441e-04 - acc: 0.7987Epoch 01771: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.4436e-04 - acc: 0.8002 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1773/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5144e-04 - acc: 0.8077Epoch 01772: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5238e-04 - acc: 0.8072 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1774/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5054e-04 - acc: 0.7921Epoch 01773: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.4839e-04 - acc: 0.7921 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1775/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5367e-04 - acc: 0.8023Epoch 01774: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5248e-04 - acc: 0.8037 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1776/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5582e-04 - acc: 0.8131Epoch 01775: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5240e-04 - acc: 0.8113 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1777/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5382e-04 - acc: 0.8095Epoch 01776: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5400e-04 - acc: 0.8090 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1778/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.4281e-04 - acc: 0.8083Epoch 01777: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.4222e-04 - acc: 0.8084 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1779/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.4360e-04 - acc: 0.8173Epoch 01778: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5000e-04 - acc: 0.8137 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1780/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5293e-04 - acc: 0.8089Epoch 01779: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5038e-04 - acc: 0.8084 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1781/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.3599e-04 - acc: 0.7969Epoch 01780: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.3629e-04 - acc: 0.7950 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1782/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.4514e-04 - acc: 0.8023Epoch 01781: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.4374e-04 - acc: 0.8026 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1783/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.4689e-04 - acc: 0.8017Epoch 01782: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5057e-04 - acc: 0.7979 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1784/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5093e-04 - acc: 0.8113Epoch 01783: val_loss improved from 0.00148 to 0.00147, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 8.4866e-04 - acc: 0.8096 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1785/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.4190e-04 - acc: 0.8005Epoch 01784: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.4105e-04 - acc: 0.8008 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1786/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.4749e-04 - acc: 0.8011Epoch 01785: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.4766e-04 - acc: 0.7979 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1787/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.4523e-04 - acc: 0.8095Epoch 01786: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.4192e-04 - acc: 0.8096 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1788/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5066e-04 - acc: 0.8011Epoch 01787: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.4573e-04 - acc: 0.8026 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1789/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.4874e-04 - acc: 0.7999Epoch 01788: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.4520e-04 - acc: 0.7996 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1790/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.3509e-04 - acc: 0.8035Epoch 01789: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.4366e-04 - acc: 0.8026 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1791/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.4049e-04 - acc: 0.8113Epoch 01790: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.4018e-04 - acc: 0.8119 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1792/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2907e-04 - acc: 0.7987Epoch 01791: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2739e-04 - acc: 0.7985 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1793/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.5268e-04 - acc: 0.7999Epoch 01792: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5389e-04 - acc: 0.7996 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1794/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.3515e-04 - acc: 0.8113Epoch 01793: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.3165e-04 - acc: 0.8107 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1795/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.4615e-04 - acc: 0.7999Epoch 01794: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.5006e-04 - acc: 0.7996 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1796/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2954e-04 - acc: 0.7987Epoch 01795: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.3297e-04 - acc: 0.8014 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1797/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.4022e-04 - acc: 0.7987Epoch 01796: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.4001e-04 - acc: 0.7979 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1798/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.3655e-04 - acc: 0.7999Epoch 01797: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.3195e-04 - acc: 0.8037 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1799/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2157e-04 - acc: 0.8029Epoch 01798: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.3373e-04 - acc: 0.8037 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1800/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.3317e-04 - acc: 0.8053Epoch 01799: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.3973e-04 - acc: 0.8049 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1801/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2280e-04 - acc: 0.8119Epoch 01800: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2285e-04 - acc: 0.8102 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1802/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.3311e-04 - acc: 0.8041Epoch 01801: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.3544e-04 - acc: 0.8049 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1803/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2269e-04 - acc: 0.8029Epoch 01802: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.3262e-04 - acc: 0.8049 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1804/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.3876e-04 - acc: 0.8041Epoch 01803: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.3807e-04 - acc: 0.8043 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1805/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.3130e-04 - acc: 0.8023Epoch 01804: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2941e-04 - acc: 0.8032 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1806/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.3228e-04 - acc: 0.8095Epoch 01805: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.3016e-04 - acc: 0.8096 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1807/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2929e-04 - acc: 0.7963Epoch 01806: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2825e-04 - acc: 0.7985 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1808/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2115e-04 - acc: 0.8053Epoch 01807: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1919e-04 - acc: 0.8067 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1809/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.3782e-04 - acc: 0.8083Epoch 01808: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.3610e-04 - acc: 0.8090 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1810/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.3413e-04 - acc: 0.8155Epoch 01809: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2810e-04 - acc: 0.8143 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1811/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.3547e-04 - acc: 0.7963Epoch 01810: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.4011e-04 - acc: 0.7973 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1812/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.3419e-04 - acc: 0.8053Epoch 01811: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2899e-04 - acc: 0.8055 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1813/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2655e-04 - acc: 0.8035Epoch 01812: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2577e-04 - acc: 0.8020 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1814/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.3333e-04 - acc: 0.8113Epoch 01813: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.3693e-04 - acc: 0.8078 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1815/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.3256e-04 - acc: 0.8047Epoch 01814: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.3183e-04 - acc: 0.8043 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1816/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2837e-04 - acc: 0.8107Epoch 01815: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2643e-04 - acc: 0.8090 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1817/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.3225e-04 - acc: 0.8071Epoch 01816: val_loss improved from 0.00147 to 0.00147, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 8.3181e-04 - acc: 0.8078 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1818/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.3138e-04 - acc: 0.8065Epoch 01817: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2976e-04 - acc: 0.8055 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1819/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.3663e-04 - acc: 0.8005Epoch 01818: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.3329e-04 - acc: 0.8032 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1820/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2227e-04 - acc: 0.8095Epoch 01819: val_loss improved from 0.00147 to 0.00146, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 8.2173e-04 - acc: 0.8090 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1821/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2348e-04 - acc: 0.8119Epoch 01820: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2324e-04 - acc: 0.8119 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1822/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2850e-04 - acc: 0.8065Epoch 01821: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2654e-04 - acc: 0.8067 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1823/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2371e-04 - acc: 0.7915Epoch 01822: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2075e-04 - acc: 0.7926 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1824/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1199e-04 - acc: 0.8053Epoch 01823: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2186e-04 - acc: 0.8049 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1825/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.3016e-04 - acc: 0.7975Epoch 01824: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2762e-04 - acc: 0.7979 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1826/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2527e-04 - acc: 0.7921Epoch 01825: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2338e-04 - acc: 0.7926 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1827/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2236e-04 - acc: 0.8035Epoch 01826: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.3100e-04 - acc: 0.8020 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1828/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2776e-04 - acc: 0.8107Epoch 01827: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2871e-04 - acc: 0.8113 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1829/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2366e-04 - acc: 0.8041Epoch 01828: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2469e-04 - acc: 0.8032 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1830/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1442e-04 - acc: 0.8119Epoch 01829: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1995e-04 - acc: 0.8102 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1831/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2531e-04 - acc: 0.8029Epoch 01830: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2114e-04 - acc: 0.8049 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1832/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2786e-04 - acc: 0.8065Epoch 01831: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2629e-04 - acc: 0.8061 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1833/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2221e-04 - acc: 0.8083Epoch 01832: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2117e-04 - acc: 0.8113 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1834/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1590e-04 - acc: 0.8119Epoch 01833: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1569e-04 - acc: 0.8107 - val_loss: 0.0015 - val_acc: 0.7687 Epoch 1835/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1926e-04 - acc: 0.8221Epoch 01834: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1698e-04 - acc: 0.8195 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1836/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1869e-04 - acc: 0.7975Epoch 01835: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1946e-04 - acc: 0.7979 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1837/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2973e-04 - acc: 0.7945Epoch 01836: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2832e-04 - acc: 0.7932 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1838/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1824e-04 - acc: 0.8089Epoch 01837: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1908e-04 - acc: 0.8043 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1839/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1579e-04 - acc: 0.8095Epoch 01838: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1889e-04 - acc: 0.8119 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1840/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1900e-04 - acc: 0.8095Epoch 01839: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1995e-04 - acc: 0.8102 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1841/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1860e-04 - acc: 0.8041Epoch 01840: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1585e-04 - acc: 0.8043 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1842/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1383e-04 - acc: 0.8053Epoch 01841: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1635e-04 - acc: 0.8072 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1843/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1169e-04 - acc: 0.7963Epoch 01842: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.0984e-04 - acc: 0.7950 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1844/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1348e-04 - acc: 0.8095Epoch 01843: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1551e-04 - acc: 0.8090 - val_loss: 0.0015 - val_acc: 0.7430 Epoch 1845/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1137e-04 - acc: 0.8077Epoch 01844: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1185e-04 - acc: 0.8072 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1846/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2312e-04 - acc: 0.8125Epoch 01845: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2211e-04 - acc: 0.8125 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1847/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.2525e-04 - acc: 0.8089Epoch 01846: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.2351e-04 - acc: 0.8084 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1848/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.0818e-04 - acc: 0.8059Epoch 01847: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.0831e-04 - acc: 0.8072 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1849/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1170e-04 - acc: 0.8011Epoch 01848: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1096e-04 - acc: 0.8014 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1850/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1244e-04 - acc: 0.7975Epoch 01849: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1312e-04 - acc: 0.7944 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1851/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.0935e-04 - acc: 0.8209Epoch 01850: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1044e-04 - acc: 0.8183 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1852/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1062e-04 - acc: 0.8119Epoch 01851: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1851e-04 - acc: 0.8125 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1853/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.0885e-04 - acc: 0.8125Epoch 01852: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.0775e-04 - acc: 0.8102 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1854/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.0705e-04 - acc: 0.8059Epoch 01853: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1153e-04 - acc: 0.8055 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1855/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.0594e-04 - acc: 0.8095Epoch 01854: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.0423e-04 - acc: 0.8125 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1856/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1618e-04 - acc: 0.8209Epoch 01855: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1499e-04 - acc: 0.8230 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1857/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1449e-04 - acc: 0.8155Epoch 01856: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1675e-04 - acc: 0.8143 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1858/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1035e-04 - acc: 0.8071Epoch 01857: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1355e-04 - acc: 0.8084 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1859/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1296e-04 - acc: 0.8005Epoch 01858: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1315e-04 - acc: 0.7985 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1860/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.0215e-04 - acc: 0.8119Epoch 01859: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.0521e-04 - acc: 0.8096 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1861/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9746e-04 - acc: 0.8137Epoch 01860: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.0360e-04 - acc: 0.8148 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1862/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9252e-04 - acc: 0.8137Epoch 01861: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9396e-04 - acc: 0.8143 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1863/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9945e-04 - acc: 0.8101Epoch 01862: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9799e-04 - acc: 0.8113 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1864/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.0379e-04 - acc: 0.8065Epoch 01863: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.0370e-04 - acc: 0.8072 - val_loss: 0.0015 - val_acc: 0.7687 Epoch 1865/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1089e-04 - acc: 0.8053Epoch 01864: val_loss improved from 0.00146 to 0.00146, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 8.1080e-04 - acc: 0.8049 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1866/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9655e-04 - acc: 0.8071Epoch 01865: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.0670e-04 - acc: 0.8067 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1867/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.0107e-04 - acc: 0.8125Epoch 01866: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.0118e-04 - acc: 0.8125 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1868/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9910e-04 - acc: 0.8059Epoch 01867: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9920e-04 - acc: 0.8032 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1869/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.0383e-04 - acc: 0.8101Epoch 01868: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.0513e-04 - acc: 0.8113 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1870/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1230e-04 - acc: 0.7993Epoch 01869: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.0969e-04 - acc: 0.7967 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1871/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9741e-04 - acc: 0.8119Epoch 01870: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9654e-04 - acc: 0.8096 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1872/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9836e-04 - acc: 0.8095Epoch 01871: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9743e-04 - acc: 0.8102 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1873/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.1370e-04 - acc: 0.8059Epoch 01872: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.1274e-04 - acc: 0.8078 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1874/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.0034e-04 - acc: 0.8041Epoch 01873: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9859e-04 - acc: 0.8043 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1875/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.0505e-04 - acc: 0.8077Epoch 01874: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.0777e-04 - acc: 0.8096 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1876/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.0530e-04 - acc: 0.7927Epoch 01875: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.0597e-04 - acc: 0.7915 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1877/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.0004e-04 - acc: 0.8059Epoch 01876: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9661e-04 - acc: 0.8078 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1878/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.0850e-04 - acc: 0.8065Epoch 01877: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.0393e-04 - acc: 0.8078 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1879/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9425e-04 - acc: 0.8059Epoch 01878: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9502e-04 - acc: 0.8037 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1880/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8835e-04 - acc: 0.8119Epoch 01879: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9283e-04 - acc: 0.8119 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1881/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9974e-04 - acc: 0.8137Epoch 01880: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9956e-04 - acc: 0.8148 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1882/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.0084e-04 - acc: 0.8053Epoch 01881: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.0048e-04 - acc: 0.8078 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1883/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.0570e-04 - acc: 0.8029Epoch 01882: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.0163e-04 - acc: 0.8049 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1884/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8178e-04 - acc: 0.8083Epoch 01883: val_loss improved from 0.00146 to 0.00146, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 7.8722e-04 - acc: 0.8055 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1885/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9796e-04 - acc: 0.8071Epoch 01884: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9814e-04 - acc: 0.8072 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1886/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.0048e-04 - acc: 0.8089Epoch 01885: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 8.0068e-04 - acc: 0.8107 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1887/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9600e-04 - acc: 0.8119Epoch 01886: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9846e-04 - acc: 0.8137 - val_loss: 0.0015 - val_acc: 0.7500 Epoch 1888/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9175e-04 - acc: 0.8125Epoch 01887: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9123e-04 - acc: 0.8125 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1889/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8775e-04 - acc: 0.8089Epoch 01888: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8856e-04 - acc: 0.8096 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1890/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8332e-04 - acc: 0.8071Epoch 01889: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8833e-04 - acc: 0.8055 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1891/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9042e-04 - acc: 0.8077Epoch 01890: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9411e-04 - acc: 0.8055 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1892/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8960e-04 - acc: 0.8101Epoch 01891: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9034e-04 - acc: 0.8107 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1893/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9135e-04 - acc: 0.8065Epoch 01892: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9195e-04 - acc: 0.8043 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1894/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9167e-04 - acc: 0.8257Epoch 01893: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9149e-04 - acc: 0.8265 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1895/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8848e-04 - acc: 0.8029Epoch 01894: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9235e-04 - acc: 0.8032 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1896/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8594e-04 - acc: 0.8035Epoch 01895: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8985e-04 - acc: 0.8037 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1897/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9643e-04 - acc: 0.8113Epoch 01896: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9391e-04 - acc: 0.8125 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1898/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8743e-04 - acc: 0.8179Epoch 01897: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8507e-04 - acc: 0.8148 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1899/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8247e-04 - acc: 0.8137Epoch 01898: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8621e-04 - acc: 0.8131 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1900/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9390e-04 - acc: 0.8035Epoch 01899: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9279e-04 - acc: 0.8049 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1901/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9850e-04 - acc: 0.8095Epoch 01900: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9614e-04 - acc: 0.8131 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1902/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8986e-04 - acc: 0.8083Epoch 01901: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8938e-04 - acc: 0.8072 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1903/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8607e-04 - acc: 0.8083Epoch 01902: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8605e-04 - acc: 0.8078 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1904/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8759e-04 - acc: 0.8191Epoch 01903: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8727e-04 - acc: 0.8166 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1905/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8069e-04 - acc: 0.8059Epoch 01904: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9216e-04 - acc: 0.8032 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1906/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9046e-04 - acc: 0.8113Epoch 01905: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8690e-04 - acc: 0.8107 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1907/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9438e-04 - acc: 0.8179Epoch 01906: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9007e-04 - acc: 0.8172 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1908/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8946e-04 - acc: 0.8131Epoch 01907: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8834e-04 - acc: 0.8119 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1909/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7502e-04 - acc: 0.8143Epoch 01908: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.7597e-04 - acc: 0.8154 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1910/2000 1664/1712 [============================>.] - ETA: 0s - loss: 8.0030e-04 - acc: 0.7987Epoch 01909: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9863e-04 - acc: 0.7979 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1911/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7761e-04 - acc: 0.8131Epoch 01910: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.7855e-04 - acc: 0.8119 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1912/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8770e-04 - acc: 0.8083Epoch 01911: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8405e-04 - acc: 0.8090 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1913/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9296e-04 - acc: 0.8089Epoch 01912: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.9201e-04 - acc: 0.8096 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1914/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8443e-04 - acc: 0.7975Epoch 01913: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8299e-04 - acc: 0.7991 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1915/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7676e-04 - acc: 0.8131Epoch 01914: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.7476e-04 - acc: 0.8113 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1916/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8648e-04 - acc: 0.8107Epoch 01915: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8519e-04 - acc: 0.8096 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1917/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7562e-04 - acc: 0.8029Epoch 01916: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.7858e-04 - acc: 0.8037 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1918/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8363e-04 - acc: 0.8101Epoch 01917: val_loss improved from 0.00146 to 0.00145, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 7.7989e-04 - acc: 0.8107 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1919/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8612e-04 - acc: 0.8113Epoch 01918: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8563e-04 - acc: 0.8125 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1920/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8262e-04 - acc: 0.8131Epoch 01919: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8350e-04 - acc: 0.8131 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1921/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8345e-04 - acc: 0.8155Epoch 01920: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8465e-04 - acc: 0.8131 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1922/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8651e-04 - acc: 0.8131Epoch 01921: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8299e-04 - acc: 0.8119 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1923/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7622e-04 - acc: 0.8173Epoch 01922: val_loss improved from 0.00145 to 0.00145, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 7.7904e-04 - acc: 0.8172 - val_loss: 0.0015 - val_acc: 0.7547 Epoch 1924/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9049e-04 - acc: 0.8029Epoch 01923: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8891e-04 - acc: 0.8026 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1925/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7409e-04 - acc: 0.8149Epoch 01924: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.7410e-04 - acc: 0.8137 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1926/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.9229e-04 - acc: 0.8095Epoch 01925: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8839e-04 - acc: 0.8102 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1927/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7925e-04 - acc: 0.8029Epoch 01926: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8508e-04 - acc: 0.8037 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1928/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8171e-04 - acc: 0.8149Epoch 01927: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8134e-04 - acc: 0.8131 - val_loss: 0.0015 - val_acc: 0.7523 Epoch 1929/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8263e-04 - acc: 0.8191Epoch 01928: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8381e-04 - acc: 0.8183 - val_loss: 0.0015 - val_acc: 0.7710 Epoch 1930/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8569e-04 - acc: 0.8083Epoch 01929: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8446e-04 - acc: 0.8090 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1931/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8060e-04 - acc: 0.8191Epoch 01930: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.7665e-04 - acc: 0.8207 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1932/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8470e-04 - acc: 0.8107Epoch 01931: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8145e-04 - acc: 0.8096 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1933/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7277e-04 - acc: 0.8101Epoch 01932: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.7315e-04 - acc: 0.8090 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1934/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7270e-04 - acc: 0.8119Epoch 01933: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.7105e-04 - acc: 0.8125 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1935/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.8453e-04 - acc: 0.8071Epoch 01934: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.8212e-04 - acc: 0.8072 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1936/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7058e-04 - acc: 0.8185Epoch 01935: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.7030e-04 - acc: 0.8172 - val_loss: 0.0015 - val_acc: 0.7710 Epoch 1937/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6410e-04 - acc: 0.8023Epoch 01936: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6644e-04 - acc: 0.8037 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1938/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7843e-04 - acc: 0.8131Epoch 01937: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.7640e-04 - acc: 0.8148 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1939/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7897e-04 - acc: 0.8119Epoch 01938: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.7589e-04 - acc: 0.8125 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1940/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7033e-04 - acc: 0.8113Epoch 01939: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6853e-04 - acc: 0.8119 - val_loss: 0.0015 - val_acc: 0.7687 Epoch 1941/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7231e-04 - acc: 0.8095Epoch 01940: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.7189e-04 - acc: 0.8107 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1942/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7074e-04 - acc: 0.8119Epoch 01941: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.7321e-04 - acc: 0.8102 - val_loss: 0.0015 - val_acc: 0.7687 Epoch 1943/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6766e-04 - acc: 0.8155Epoch 01942: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.7043e-04 - acc: 0.8137 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1944/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7772e-04 - acc: 0.8155Epoch 01943: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.7589e-04 - acc: 0.8166 - val_loss: 0.0015 - val_acc: 0.7687 Epoch 1945/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.5793e-04 - acc: 0.8107Epoch 01944: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6572e-04 - acc: 0.8078 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1946/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7096e-04 - acc: 0.8179Epoch 01945: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6745e-04 - acc: 0.8195 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1947/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7122e-04 - acc: 0.8065Epoch 01946: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6930e-04 - acc: 0.8061 - val_loss: 0.0015 - val_acc: 0.7570 Epoch 1948/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6601e-04 - acc: 0.8167Epoch 01947: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6540e-04 - acc: 0.8172 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1949/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.5891e-04 - acc: 0.8155Epoch 01948: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6094e-04 - acc: 0.8154 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1950/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6592e-04 - acc: 0.8251Epoch 01949: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6763e-04 - acc: 0.8242 - val_loss: 0.0015 - val_acc: 0.7710 Epoch 1951/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7067e-04 - acc: 0.8155Epoch 01950: val_loss improved from 0.00145 to 0.00145, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 7.7199e-04 - acc: 0.8160 - val_loss: 0.0014 - val_acc: 0.7640 Epoch 1952/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7626e-04 - acc: 0.8125Epoch 01951: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.7472e-04 - acc: 0.8143 - val_loss: 0.0015 - val_acc: 0.7687 Epoch 1953/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6358e-04 - acc: 0.8155Epoch 01952: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6513e-04 - acc: 0.8178 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1954/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7673e-04 - acc: 0.7999Epoch 01953: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.7591e-04 - acc: 0.8002 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1955/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6788e-04 - acc: 0.8131Epoch 01954: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6849e-04 - acc: 0.8107 - val_loss: 0.0015 - val_acc: 0.7710 Epoch 1956/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7108e-04 - acc: 0.8209Epoch 01955: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6998e-04 - acc: 0.8224 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1957/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6533e-04 - acc: 0.8191Epoch 01956: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6679e-04 - acc: 0.8189 - val_loss: 0.0015 - val_acc: 0.7710 Epoch 1958/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.7053e-04 - acc: 0.8185Epoch 01957: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6733e-04 - acc: 0.8195 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1959/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6811e-04 - acc: 0.8119Epoch 01958: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6455e-04 - acc: 0.8090 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1960/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6193e-04 - acc: 0.8173Epoch 01959: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5799e-04 - acc: 0.8160 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1961/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6434e-04 - acc: 0.8131Epoch 01960: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6282e-04 - acc: 0.8143 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1962/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6515e-04 - acc: 0.8137Epoch 01961: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6428e-04 - acc: 0.8143 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1963/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.5894e-04 - acc: 0.8059Epoch 01962: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6205e-04 - acc: 0.8084 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1964/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.5838e-04 - acc: 0.8191Epoch 01963: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5818e-04 - acc: 0.8172 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1965/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.5861e-04 - acc: 0.8089Epoch 01964: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5766e-04 - acc: 0.8090 - val_loss: 0.0015 - val_acc: 0.7710 Epoch 1966/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6466e-04 - acc: 0.8161Epoch 01965: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6350e-04 - acc: 0.8160 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1967/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.4960e-04 - acc: 0.8275Epoch 01966: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5240e-04 - acc: 0.8265 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1968/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6432e-04 - acc: 0.8167Epoch 01967: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6326e-04 - acc: 0.8166 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1969/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.5142e-04 - acc: 0.8107Epoch 01968: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5765e-04 - acc: 0.8090 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1970/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.4866e-04 - acc: 0.8185Epoch 01969: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5440e-04 - acc: 0.8154 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1971/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6517e-04 - acc: 0.8125Epoch 01970: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6264e-04 - acc: 0.8107 - val_loss: 0.0015 - val_acc: 0.7687 Epoch 1972/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6061e-04 - acc: 0.8167Epoch 01971: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6000e-04 - acc: 0.8160 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1973/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6047e-04 - acc: 0.8011Epoch 01972: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5969e-04 - acc: 0.8002 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1974/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6430e-04 - acc: 0.7963Epoch 01973: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6399e-04 - acc: 0.7996 - val_loss: 0.0014 - val_acc: 0.7640 Epoch 1975/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.5444e-04 - acc: 0.8125Epoch 01974: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6129e-04 - acc: 0.8119 - val_loss: 0.0014 - val_acc: 0.7664 Epoch 1976/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6991e-04 - acc: 0.8065Epoch 01975: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6513e-04 - acc: 0.8107 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1977/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6308e-04 - acc: 0.7987Epoch 01976: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6424e-04 - acc: 0.7991 - val_loss: 0.0015 - val_acc: 0.7757 Epoch 1978/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.5953e-04 - acc: 0.8263Epoch 01977: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5691e-04 - acc: 0.8265 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1979/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.5013e-04 - acc: 0.8185Epoch 01978: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.4802e-04 - acc: 0.8178 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1980/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.5233e-04 - acc: 0.8257Epoch 01979: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5310e-04 - acc: 0.8224 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1981/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.5275e-04 - acc: 0.8155Epoch 01980: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5453e-04 - acc: 0.8160 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1982/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.5524e-04 - acc: 0.8227Epoch 01981: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5970e-04 - acc: 0.8236 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1983/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.5375e-04 - acc: 0.8179Epoch 01982: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5144e-04 - acc: 0.8160 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1984/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.4997e-04 - acc: 0.8029Epoch 01983: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5833e-04 - acc: 0.8020 - val_loss: 0.0014 - val_acc: 0.7593 Epoch 1985/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6473e-04 - acc: 0.8179Epoch 01984: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6499e-04 - acc: 0.8166 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1986/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6090e-04 - acc: 0.8191Epoch 01985: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5977e-04 - acc: 0.8218 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1987/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.4811e-04 - acc: 0.8161Epoch 01986: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5290e-04 - acc: 0.8172 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1988/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.5569e-04 - acc: 0.8287Epoch 01987: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5573e-04 - acc: 0.8265 - val_loss: 0.0015 - val_acc: 0.7710 Epoch 1989/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.4803e-04 - acc: 0.8167Epoch 01988: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.4777e-04 - acc: 0.8148 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1990/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.6760e-04 - acc: 0.8119Epoch 01989: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.6436e-04 - acc: 0.8131 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1991/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.4577e-04 - acc: 0.8179Epoch 01990: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.4732e-04 - acc: 0.8195 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1992/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.4103e-04 - acc: 0.8119Epoch 01991: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.4330e-04 - acc: 0.8125 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1993/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.4691e-04 - acc: 0.8113Epoch 01992: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5160e-04 - acc: 0.8107 - val_loss: 0.0015 - val_acc: 0.7664 Epoch 1994/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.5323e-04 - acc: 0.8029Epoch 01993: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5180e-04 - acc: 0.8043 - val_loss: 0.0015 - val_acc: 0.7687 Epoch 1995/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.5524e-04 - acc: 0.8209Epoch 01994: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5334e-04 - acc: 0.8213 - val_loss: 0.0015 - val_acc: 0.7640 Epoch 1996/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.5107e-04 - acc: 0.8227Epoch 01995: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.4796e-04 - acc: 0.8224 - val_loss: 0.0015 - val_acc: 0.7687 Epoch 1997/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.5937e-04 - acc: 0.8005Epoch 01996: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5689e-04 - acc: 0.8037 - val_loss: 0.0015 - val_acc: 0.7617 Epoch 1998/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.4765e-04 - acc: 0.8161Epoch 01997: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.4830e-04 - acc: 0.8148 - val_loss: 0.0015 - val_acc: 0.7593 Epoch 1999/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.5581e-04 - acc: 0.8299Epoch 01998: val_loss did not improve 1712/1712 [==============================] - 2s - loss: 7.5386e-04 - acc: 0.8277 - val_loss: 0.0015 - val_acc: 0.7710 Epoch 2000/2000 1664/1712 [============================>.] - ETA: 0s - loss: 7.4108e-04 - acc: 0.8053Epoch 01999: val_loss improved from 0.00145 to 0.00144, saving model to my_model.h5 1712/1712 [==============================] - 2s - loss: 7.4889e-04 - acc: 0.8072 - val_loss: 0.0014 - val_acc: 0.7617
(IMPLEMENTATION) Answer a few questions and visualize the loss¶
Question 1: Outline the steps you took to get to your final neural network architecture and your reasoning at each step.
Answer:First I use convolutional layers extract features, each convolutional layer has N filters, starting with 32 filters, after each convolutional layer double the number of filters untill 256 filters(after I decided the optimizer. for improving my model I add 2 convolutional layers), then use global average pool to reduce the parameters and flatten, and last 2 layers are dense layers, first is a dense layer with 1000 units, last is a dense layer with 30 units as a output.
Question 2: Defend your choice of optimizer. Which optimizers did you test, and how did you determine which worked best?
Answer: I tested Nadam and Rmsprop and SGD, result as below.
Nadam and RMSprop : the training speed more quickly than SGD, but In the training epoch around 100 can be seen overfitting, the training curve and the test curve have been separated far away(test loss is double of train loss), and also the curves are more bumpy than the SGD's curve.
SGD: most slowly training speed in my test, but has most smoothness curve, and In the training epoch around 100 can not seen any sign of overfitting.
I expect that after more training, could have a more accuracy model , so I choose the SGD optimizer
Use the code cell below to plot the training and validation loss of your neural network. You may find this resource useful.
In [23]:
## TODO: Visualize the training and validation loss of your neural network
plt.plot(hist.history['acc'])
plt.plot(hist.history['val_acc'])
plt.title('model accuracy')
plt.ylabel('accuracy')
plt.xlabel('epoch')
plt.legend(['train', 'test'], loc='upper left')
plt.show()
plt.plot(hist.history['loss'])
plt.plot(hist.history['val_loss'])
plt.title('model loss')
plt.ylabel('loss')
plt.xlabel('epoch')
plt.legend(['train', 'test'], loc='upper left')
plt.show()
Question 3: Do you notice any evidence of overfitting or underfitting in the above plot? If so, what steps have you taken to improve your model? Note that slight overfitting or underfitting will not hurt your chances of a successful submission, as long as you have attempted some solutions towards improving your model (such as regularization, dropout, increased/decreased number of layers, etc).
Answer:In the beginning I choose a model with 4 convolutional layers and SGD optimizer with learning rate=0.01, but it training very slowly, after 500 epochs it still underfitting (loss did not improve much).
So I increase one convolution layer and modify learning rate to 0.03, then start over training 500 epochs again, and it looks overfitting.
For prevent overfitting, I modify optimizer decay to 3e-6, then training 500 epochs again, and it looks underfitting, so I keep training untill 1000 epochs, it looks overfitting again.
This time I choose to set dropout=0.2 to each layer, then after training 260 epochs the loss didn’t improve anymore, it looks underfitting, then I add a convolutional layer with 1024 filters, but It training very slowly so I set batch size to 64, and delete first 4 drop out, after 1200 epochs it looks overfitting.
For prevent overfitting, set two convolutional layers with dropout=0.05, then after training 2000 epochs, and finally I got the valid loss=0.00144, train loss=0.00748, valid accuracy=0.7617, train accuracy=0.7617.
Visualize a Subset of the Test Predictions¶
Execute the code cell below to visualize your model's predicted keypoints on a subset of the testing images.
In [24]:
y_test = model.predict(X_test)
fig = plt.figure(figsize=(20,20))
fig.subplots_adjust(left=0, right=1, bottom=0, top=1, hspace=0.05, wspace=0.05)
for i in range(9):
ax = fig.add_subplot(3, 3, i + 1, xticks=[], yticks=[])
plot_data(X_test[i], y_test[i], ax)
Step 8: Complete the pipeline¶
With the work you did in Sections 1 and 2 of this notebook, along with your freshly trained facial keypoint detector, you can now complete the full pipeline. That is given a color image containing a person or persons you can now
- Detect the faces in this image automatically using OpenCV
- Predict the facial keypoints in each face detected in the image
- Paint predicted keypoints on each face detected
In this Subsection you will do just this!
(IMPLEMENTATION) Facial Keypoints Detector¶
Use the OpenCV face detection functionality you built in previous Sections to expand the functionality of your keypoints detector to color images with arbitrary size. Your function should perform the following steps
- Accept a color image.
- Convert the image to grayscale.
- Detect and crop the face contained in the image.
- Locate the facial keypoints in the cropped image.
- Overlay the facial keypoints in the original (color, uncropped) image.
Note: step 4 can be the trickiest because remember your convolutional network is only trained to detect facial keypoints in $96 \times 96$ grayscale images where each pixel was normalized to lie in the interval $[0,1]$, and remember that each facial keypoint was normalized during training to the interval $[-1,1]$. This means - practically speaking - to paint detected keypoints onto a test face you need to perform this same pre-processing to your candidate face - that is after detecting it you should resize it to $96 \times 96$ and normalize its values before feeding it into your facial keypoint detector. To be shown correctly on the original image the output keypoints from your detector then need to be shifted and re-normalized from the interval $[-1,1]$ to the width and height of your detected face.
When complete you should be able to produce example images like the one below
In [25]:
# Load in color image for face detection
image = cv2.imread('images/obamas4.jpg')
# Convert the image to RGB colorspace
image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
# plot our image
fig = plt.figure(figsize = (9,9))
ax1 = fig.add_subplot(111)
ax1.set_xticks([])
ax1.set_yticks([])
ax1.set_title('image copy')
ax1.imshow(image)
Out[25]:
<matplotlib.image.AxesImage at 0x7f45bd1680b8>
In [26]:
#get edge
#kernel = np.ones((3,3),np.float32)/9
#gray_face = cv2.filter2D(gray_face,-1,kernel)
#gray_face = cv2.Canny(gray_face,100,150)
#gray_face = cv2.dilate(gray_face, None)
#denoise
#kernel = np.ones((5,5),np.uint8)
#gray_face = cv2.morphologyEx(gray_face, cv2.MORPH_OPEN, kernel)
#gray_face = cv2.morphologyEx(gray_face, cv2.MORPH_CLOSE, kernel)
#gray_face=cv2.fastNlMeansDenoising(gray_face,None,10,7,21)
def _plot_data(img, landmarks, axis):
"""
Plot image (img), along with normalized facial keypoints (landmarks)
"""
undoNormalization=img.shape[0]/2
#axis.imshow(np.squeeze(img), cmap='gray') # plot the image
axis.imshow(img)
landmarks = landmarks * undoNormalization + undoNormalization # undo the normalization
# Plot the keypoints
axis.scatter(landmarks[0::2],
landmarks[1::2],
marker='o',
c='c',
s=40)
def get_landmarks(image_size,landmarks):
undoNormalization=image_size/2
landmarks = landmarks * undoNormalization + undoNormalization # undo the normalization
return [landmarks[0::2],landmarks[1::2]]
In [27]:
### TODO: Use the face detection code we saw in Section 1 with your trained conv-net
## TODO : Paint the predicted keypoints on the test image
from PIL import Image
face_cascade = cv2.CascadeClassifier('detector_architectures/haarcascade_frontalface_default.xml')
#denoised_image =cv2.fastNlMeansDenoisingColored(image_with_noise,None,17,17,7,21)
gray = cv2.cvtColor(image, cv2.COLOR_RGB2GRAY)
faces = face_cascade.detectMultiScale(gray, 1.3, 5)
print('Number of faces detected:', len(faces))
image_with_detections = np.copy(image)
gray_faces=[]
original_faces=[]
for (x,y,w,h) in faces:
#draw rectangle
rgb_face = image_with_detections[y:y+h, x:x+w]
#convert to image and resize to (96,96) then to np array
gray_face= gray[y:y+h, x:x+w]
original_faces.append(gray_face)
#print(gray_face.shape)
img_face = Image.fromarray(gray_face, 'L')
gray_face=np.copy(img_face.resize((96,96),Image.BILINEAR))
#add a new axis and append to gray_faces(96,96,1)
gray_face=(np.copy(gray_face)[0:,0:,np.newaxis])
gray_faces.append(gray_face)
#predict with gray faces
gray_faces = np.array(gray_faces, np.int32)/255
y_test = model.predict(gray_faces)
fig = plt.figure(figsize=(3,3))
fig.subplots_adjust(left=0, right=1, bottom=0, top=1, hspace=0.05, wspace=0.05)
#for i in range(2):
# ax = fig.add_subplot(3, 3, i + 1, xticks=[], yticks=[])
# plot_data(gray_faces[i],y_test[i] ,ax)
#for i in range(2):
# ax = fig.add_subplot(3, 3, i + 3, xticks=[], yticks=[])
# _plot_data(original_faces[i],y_test[i] ,ax)
for i in range (len(faces)):
(x,y,w,h)=faces[i]
cv2.rectangle(image_with_detections, (x,y), (x+w,y+h), (255,0,0), 3)
#lst=get_landmarks(original_faces[i].shape[1],y_test[i])
face = image_with_detections[y:y+h, x:x+w]
lst=get_landmarks(face.shape[1],y_test[i])
for i in range(15):
face = cv2.circle(face,(lst[0][i],lst[1][i]), 3, (0,255,0), -1,lineType=16)
image_with_detections[y:y+face.shape[0], x:x+face.shape[1]] = face
fig = plt.figure(figsize = (9,9))
ax1 = fig.add_subplot(111)
ax1.set_xticks([])
ax1.set_yticks([])
ax1.set_title('image copy')
#ax1.imshow(gray,cmap='gray')
ax1.imshow(image_with_detections)
Number of faces detected: 2
Out[27]:
<matplotlib.image.AxesImage at 0x7f45cfe7c630>
<matplotlib.figure.Figure at 0x7f45bd14d4a8>
(Optional) Further Directions - add a filter using facial keypoints to your laptop camera¶
Now you can add facial keypoint detection to your laptop camera - as illustrated in the gif below.
The next Python cell contains the basic laptop video camera function used in the previous optional video exercises. Combine it with the functionality you developed for keypoint detection and marking in the previous exercise and you should be good to go!
In [28]:
import cv2
import time
from keras.models import load_model
def laptop_camera_go():
# Create instance of video capturer
cv2.namedWindow("face detection activated")
vc = cv2.VideoCapture(0)
# Try to get the first frame
if vc.isOpened():
rval, frame = vc.read()
else:
rval = False
# keep video stream open
while rval:
# plot image from camera with detections marked
cv2.imshow("face detection activated", frame)
# exit functionality - press any key to exit laptop video
key = cv2.waitKey(20)
if key > 0: # exit by pressing any key
# destroy windows
cv2.destroyAllWindows()
# hack from stack overflow for making sure window closes on osx --> https://stackoverflow.com/questions/6116564/destroywindow-does-not-close-window-on-mac-using-python-and-opencv
for i in range (1,5):
cv2.waitKey(1)
return
# read next frame
time.sleep(0.05) # control framerate for computation - default 20 frames per sec
rval, frame = vc.read()
In [29]:
# Run your keypoint face painter
#laptop_camera_go()
(Optional) Further Directions - add a filter using facial keypoints¶
Using your freshly minted facial keypoint detector pipeline you can now do things like add fun filters to a person's face automatically. In this optional exercise you can play around with adding sunglasses automatically to each individual's face in an image as shown in a demonstration image below.
To produce this effect an image of a pair of sunglasses shown in the Python cell below.
In [30]:
# Load in sunglasses image - note the usage of the special option
# cv2.IMREAD_UNCHANGED, this option is used because the sunglasses
# image has a 4th channel that allows us to control how transparent each pixel in the image is
sunglasses = cv2.imread("images/sunglasses_4.png", cv2.IMREAD_UNCHANGED)
# Plot the image
fig = plt.figure(figsize = (6,6))
ax1 = fig.add_subplot(111)
ax1.set_xticks([])
ax1.set_yticks([])
ax1.imshow(sunglasses)
ax1.axis('off');
This image is placed over each individual's face using the detected eye points to determine the location of the sunglasses, and eyebrow points to determine the size that the sunglasses should be for each person (one could also use the nose point to determine this).
Notice that this image actually has 4 channels, not just 3.
In [31]:
# Print out the shape of the sunglasses image
print ('The sunglasses image has shape: ' + str(np.shape(sunglasses)))
The sunglasses image has shape: (1123, 3064, 4)
It has the usual red, blue, and green channels any color image has, with the 4th channel representing the transparency level of each pixel in the image. Here's how the transparency channel works: the lower the value, the more transparent the pixel will become. The lower bound (completely transparent) is zero here, so any pixels set to 0 will not be seen.
This is how we can place this image of sunglasses on someone's face and still see the area around of their face where the sunglasses lie - because these pixels in the sunglasses image have been made completely transparent.
Lets check out the alpha channel of our sunglasses image in the next Python cell. Note because many of the pixels near the boundary are transparent we'll need to explicitly print out non-zero values if we want to see them.
In [32]:
# Print out the sunglasses transparency (alpha) channel
alpha_channel = sunglasses[:,:,3]
print ('the alpha channel here looks like')
print (alpha_channel)
# Just to double check that there are indeed non-zero values
# Let's find and print out every value greater than zero
values = np.where(alpha_channel != 0)
print ('\n the non-zero values of the alpha channel look like')
print (values)
the alpha channel here looks like [[0 0 0 ..., 0 0 0] [0 0 0 ..., 0 0 0] [0 0 0 ..., 0 0 0] ..., [0 0 0 ..., 0 0 0] [0 0 0 ..., 0 0 0] [0 0 0 ..., 0 0 0]] the non-zero values of the alpha channel look like (array([ 17, 17, 17, ..., 1109, 1109, 1109]), array([ 687, 688, 689, ..., 2376, 2377, 2378]))
This means that when we place this sunglasses image on top of another image, we can use the transparency channel as a filter to tell us which pixels to overlay on a new image (only the non-transparent ones with values greater than zero).
One last thing: it's helpful to understand which keypoint belongs to the eyes, mouth, etc. So, in the image below, we also display the index of each facial keypoint directly on the image so that you can tell which keypoints are for the eyes, eyebrows, etc.
With this information, you're well on your way to completing this filtering task! See if you can place the sunglasses automatically on the individuals in the image loaded in / shown in the next Python cell.
In [33]:
# Load in color image for face detection
image = cv2.imread('images/obamas4.jpg')
# Convert the image to RGB colorspace
image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
# Plot the image
fig = plt.figure(figsize = (8,8))
ax1 = fig.add_subplot(111)
ax1.set_xticks([])
ax1.set_yticks([])
ax1.set_title('Original Image')
ax1.imshow(image)
Out[33]:
<matplotlib.image.AxesImage at 0x7f45cb147668>
In [34]:
## (Optional) TODO: Use the face detection code we saw in Section 1 with your trained conv-net to put
## sunglasses on the individuals in our test image
(Optional) Further Directions - add a filter using facial keypoints to your laptop camera¶
Now you can add the sunglasses filter to your laptop camera - as illustrated in the gif below.
The next Python cell contains the basic laptop video camera function used in the previous optional video exercises. Combine it with the functionality you developed for adding sunglasses to someone's face in the previous optional exercise and you should be good to go!
In [35]:
import cv2
import time
from keras.models import load_model
import numpy as np
def laptop_camera_go():
# Create instance of video capturer
cv2.namedWindow("face detection activated")
vc = cv2.VideoCapture(0)
# try to get the first frame
if vc.isOpened():
rval, frame = vc.read()
else:
rval = False
# Keep video stream open
while rval:
# Plot image from camera with detections marked
cv2.imshow("face detection activated", frame)
# Exit functionality - press any key to exit laptop video
key = cv2.waitKey(20)
if key > 0: # exit by pressing any key
# Destroy windows
cv2.destroyAllWindows()
for i in range (1,5):
cv2.waitKey(1)
return
# Read next frame
time.sleep(0.05) # control framerate for computation - default 20 frames per sec
rval, frame = vc.read()
In [36]:
# Load facial landmark detector model
model = load_model('my_model.h5')
# Run sunglasses painter
#laptop_camera_go()
In [ ]: